
# Importing necessary libraries
import requests
from bs4 import BeautifulSoup
import pandas as pd


# This code sends a HTTP GET request to retrieve the Billboard year-end chart for top rap artists in 2022
import requests
response = requests.get("https://www.billboard.com/charts/year-end/2022/top-rap-artists/")

# The status_code attribute of the response object returns the HTTP status code of the request
status_code = response.status_code

200


# This code uses the BeautifulSoup library to parse the HTML content of the Billboard year-end chart webpage for top rap artists in 2022
from bs4 import BeautifulSoup
soup = BeautifulSoup(response.content, "html.parser")

# The prettify method of the soup object is used to format the HTML content for easier reading
print(soup.prettify())

# An empty list called artists is created
artists = []

# The find_all method of the soup object is used to find all div elements with class o-chart-results-list-row-container
for artist in soup.find_all("div", class_="o-chart-results-list-row-container"):
    artist = artist.find("h3", class_="c-title")
    artists.append(artist.text.strip())


# This code replaces all spaces in the names of the top rap artists in 2022 with hyphens
artists = [artist.replace(" ", "-") for artist in artists]

# The artists list is printed to the console
print(artists)

['Drake',
 'Lil-Baby',
 'Future',
 'Kendrick-Lamar',
 'Juice-WRLD',
 'Jack-Harlow',
 'Lil-Durk',
 'Gunna',
 'Kodak-Black',
 'Rod-Wave',
 'YoungBoy-Never-Broke-Again',
 'Latto',
 'Post-Malone',
 'Kanye-West',
 'Doja-Cat',
 'Nardo-Wick',
 'Polo-G',
 'Eminem',
 'Nicki-Minaj',
 'Pop-Smoke',
 'The-Kid-LAROI',
 'Megan-Thee-Stallion',
 'Moneybagg-Yo',
 'DJ-Khaled',
 'Lil-Nas-X']


# This code creates a dictionary called headers that contains a User-Agent
headers = {'User-Agent':
        'Mozilla/5.0 (Macintosh; Intel Mac OS X 10_10_1) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/39.0.2171.95 Safari/537.36'}


# This code scrapes the Whosampled website to obtain data on samples used by the top rap artists in 2022
# The data includes the names of the rap artists, the songs they released, and the sampled songs they used in their music
# The data is collected in the rappers, songs, and sampled lists

# The rappers, songs, and sampled lists are initialized as empty lists
rappers = []
sampled = []
songs = []

# For each artist in the artists list, the code retrieves data on the samples used by that artist from the Whosampled website
# The code iterates over up to 41 pages of samples for each artist using a for loop
# For each page of samples, the code sends an HTTP request to the Whosampled website and retrieves the HTML content using BeautifulSoup
# The HTML content is parsed to extract the relevant data on samples
# The relevant data is then appended to the rappers, songs, and sampled lists using for loops and conditional statements to remove unnecessary information
for artist in artists:
        for i in range(41):

            response = requests.get(f"https://www.whosampled.com/{artist}/samples/?sp={i}", headers= headers)

            soup = BeautifulSoup(response.content, "html.parser")

            for samples in soup.find_all("article", class_="trackItem"):
                x = samples.text.strip()
                x= x.split("\n")

                while "" in x:
                    x.remove("")
                
                for i in x:
                    if i.startswith("by"):
                        x.remove(i)
                    elif i.startswith("sampled"):
                        x.remove(i)
                
                for i in x:
                    if i.startswith("see"):
                        x.remove(i)

                for i in range(1, len(x)):
                    rappers.append(artist)
                    songs.append(x[0])
                    sampled.append(x[i])


# This code processes the songs list to clean up the song names for analysis
songs = [song.split("(")[0].strip() for song in songs]
songs1 = [song.replace(" ", "-").replace("/", "").replace("--", "-").replace("|", "-") for song in songs]
songs1

['Hotline-Bling',
 'Champagne-Poetry',
 'Champagne-Poetry',
 'Pound-CakeParis-Morton-Music-2',
 'Pound-CakeParis-Morton-Music-2',
 'Pound-CakeParis-Morton-Music-2',
 'Passionfruit',
 'Nice-for-What',
 'Nice-for-What',
 'Nice-for-What',
 'Rich-Flex',
 'Rich-Flex',
 'Rich-Flex',
 'Rich-Flex',
 '0-to-100-the-Catch-Up',
 '0-to-100-the-Catch-Up',
 '0-to-100-the-Catch-Up',
 '0-to-100-the-Catch-Up',
 'Jimmy-Cooks',
 'Jimmy-Cooks',
 'SICKO-MODE',
 'SICKO-MODE',
 'SICKO-MODE',
 'Spin-Bout-U',
 'In-My-Feelings',
 'In-My-Feelings',
 'In-My-Feelings',
 'In-My-Feelings',
 'Jumpman',
 'Poetic-Justice',
 'Work',
 'Middle-of-the-Ocean',
 'Middle-of-the-Ocean',
 'WAIT-FOR-U',
 'Truffle-Butter',
 'Started-From-the-Bottom',
 'Started-From-the-Bottom',
 "Fuckin'-Problems",
 "Fuckin'-Problems",
 "Fuckin'-Problems",
 'Lemon-Pepper-Freestyle',
 'Take-Care',
 'Take-Care',
 'No-Guidance',
 'One-Dance',
 'Fair-Trade',
 'Knife-Talk',
 'Jungle',
 'Jungle',
 'Privileged-Rappers',
 'Know-Yourself',
 'Know-Yourself',
 'Teenage-Fever',
 'Seeing-Green',
 'Seeing-Green',
 '100',
 'P-Power',
 'P-Power',
 'Chicago-Freestyle',
 "I'm-on-One",
 "I'm-on-One",
 'Miss-Me',
 'Miss-Me',
 'Miss-Me',
 'N-2-Deep',
 'Legend',
 'Fancy',
 'Fancy',
 "Papi's-Home",
 '6-God',
 '6-God',
 'Fake-Love',
 'Fake-Love',
 'Way-2-Sexy',
 'Tuscan-Leather',
 'Tuscan-Leather',
 'Tuscan-Leather',
 'Cameras-Good-Ones-Go-Interlude',
 'Cameras-Good-Ones-Go-Interlude',
 'Free-Smoke',
 'Free-Smoke',
 'Free-Smoke',
 'Free-Smoke',
 'For-Free',
 'For-Free',
 'For-Free',
 'TSU',
 'TSU',
 'TSU',
 'Over-My-Dead-Body',
 'KMT',
 'KMT',
 'KMT',
 'Churchill-Downs',
 'Do-Not-Disturb',
 'All-Me',
 'All-Me',
 'All-Me',
 'Circo-Loco',
 "Look-What-You've-Done",
 'Portland',
 'Sticky',
 'Aston-Martin-Music',
 'How-Bout-Now',
 'Weston-Road-Flows',
 'Weston-Road-Flows',
 'Weston-Road-Flows',
 'Doing-It-Wrong',
 'Doing-It-Wrong',
 'Over',
 'Lord-Knows',
 'Lord-Knows',
 'Lord-Knows',
 'Race-My-Mind',
 'Race-My-Mind',
 'Race-My-Mind',
 'Controlla',
 'Pipe-Down',
 'Pop-That',
 'Pop-That',
 'Pop-That',
 'Worst-Behavior',
 'Get-It-Together',
 'Get-It-Together',
 '8-Out-of-10',
 '8-Out-of-10',
 '8-Out-of-10',
 'You-Only-Live-Twice',
 'Treacherous-Twins',
 'Right-Above-It',
 'Right-Above-It',
 'Wu-Tang-Forever',
 'Wu-Tang-Forever',
 'No-Friends-in-the-Industry',
 'Preach',
 'Preach',
 'Nonstop',
 'U-With-Me?',
 'U-With-Me?',
 'U-With-Me?',
 'HYFR',
 'HYFR',
 'Glow',
 'Glow',
 "No-Tellin'",
 "No-Tellin'",
 "No-Tellin'",
 "Flight's-Booked",
 'Too-Good',
 'Too-Good',
 'After-Dark',
 'Hours-in-Silence',
 'Dreams-Money-Can-Buy',
 'She-Will',
 "Stay-Schemin'",
 'Furthest-Thing',
 'Furthest-Thing',
 'Energy',
 'Energy',
 'Free-Spirit',
 'Best-I-Ever-Had',
 'Best-I-Ever-Had',
 'Views',
 'Unforgettable',
 'Unforgettable',
 'The-Motto',
 'The-Motto',
 'The-Motto',
 'Gold-Roses',
 '6-Man',
 '6-Man',
 'Deuces',
 'Deuces',
 'Shot-for-Me',
 'Shot-for-Me',
 'Shot-for-Me',
 'Pop-Style',
 'Pop-Style',
 'Pop-Style',
 '4pm-in-Calabasas',
 '4pm-in-Calabasas',
 'Amen',
 'Madonna',
 'I-Get-Paper',
 'In-the-Morning',
 'Summer-Sixteen',
 'Jorja-Interlude',
 "Bria's-Interlude",
 'When-to-Say-When',
 'Look-Alive',
 'November-18th',
 'November-18th',
 'November-18th',
 'Major-Distribution',
 'Wednesday-Night-Interlude',
 'Wednesday-Night-Interlude',
 'Fire-&-Desire',
 'Fire-&-Desire',
 'Fire-&-Desire',
 'Feel-No-Ways',
 'Love-Me',
 'Comeback-Season',
 'Right-Here',
 'Emotionless',
 'Currents',
 'Currents',
 'Recognize',
 'STAYING-ALIVE',
 'Under-Ground-Kings',
 'Under-Ground-Kings',
 'Under-Ground-Kings',
 'A-Night-Off',
 'Trophies',
 'Throw-It-in-the-Bag',
 'Draft-Day',
 "That's-How-You-Feel",
 'Calling-My-Name',
 'Calling-My-Name',
 'Used-To',
 'Used-To',
 'Faithful',
 'Faithful',
 'Faithful',
 'Company',
 'Love-All',
 'Believe-Me',
 'Believe-Me',
 'To-the-Max',
 'To-the-Max',
 'To-the-Max',
 'Life-Is-Good',
 'Life-Is-Good',
 'Final-Fantasy',
 'Final-Fantasy',
 'Final-Fantasy',
 'No-New-Friends',
 'Too-Much',
 'Wasting-Time',
 'Diamonds-Dancing',
 'Diamonds-Dancing',
 'With-You',
 'March-14',
 'March-14',
 'Trust-Issues',
 'Practice',
 'Duppy-Freestyle',
 'Duppy-Freestyle',
 'Outta-Time',
 'We-Made-It',
 'We-Made-It',
 'We-Made-It',
 'Redemption',
 'No-Stylist',
 'No-Stylist',
 'No-Stylist',
 'Blem',
 'Jodeci-Freestyle',
 'Jodeci-Freestyle',
 'Star67',
 'Star67',
 'Star67',
 'Star67',
 '9',
 'Girls-Love-Beyonce',
 'Girls-Love-Beyonce',
 'Girls-Love-Beyonce',
 'Who-Do-You-Love?',
 'Who-Do-You-Love?',
 'Who-Do-You-Love?',
 'Days-in-the-East',
 'Losses',
 'Is-There-More',
 '7am-on-Bridle-Path',
 'Closer',
 'Mob-Ties',
 'Stars-Align',
 'Yes-Indeed',
 "Child's-Play",
 'No-Guns-Allowed',
 'No-Guns-Allowed',
 'Big-Amount',
 'Blessings',
 'Blessings',
 'Ratchet-Happy-Birthday',
 'All-of-the-Lights',
 'Bitch-Is-Crazy',
 'Bitch-Is-Crazy',
 'Come-Thru',
 'Still-Fly',
 'Deep-Pockets',
 'B.B.-King-Freestyle',
 'Connect',
 'Now-&-Forever',
 'Talk-Up',
 'Madiba-Riddim',
 'I-Want-This-Forever',
 "My-Darlin'-Baby",
 'Forever',
 'Mr.-Wrong',
 'Uptown',
 'Survival',
 'From-Florida-With-Love',
 'Since-Way-Back',
 'Since-Way-Back',
 'Lose-You',
 'Lose-You',
 'Lose-You',
 "It's-Good",
 'Good-Girls-Gone-Bad',
 'Heat-of-the-Moment',
 'Heat-of-the-Moment',
 "Say-What's-Real",
 '30-for-30-Freestyle',
 'Juice',
 'Ignant-Shit',
 'Going-in-for-Life',
 "Sandra's-Rose",
 'Think-Good-Thoughts',
 'Lust-for-Life',
 'Lust-for-Life',
 'Plastic-Bag',
 'Own-It',
 '5-AM-in-Toronto',
 'Back-to-Back',
 'Congratulations',
 'Whatcha-Say',
 'AM-2-PM',
 'You-&-the-6',
 'You-&-the-6',
 'The-Grind',
 "I'm-Upset",
 'Used-to-This',
 "I'm-Ready-for-You",
 'Live-From-the-Gutter',
 'Live-From-the-Gutter',
 '6PM-in-New-York',
 'Where-to-Now',
 'Come-Winter',
 'Come-Winter',
 'You-Know,-You-Know',
 'You-Know,-You-Know',
 'No-Frauds',
 'Diplomatic-Immunity',
 "Sneakin'",
 'Made-Men',
 'Made-Men',
 'Made-Men',
 'On-a-Wave',
 'On-a-Wave',
 'Feel-Love',
 'D4L',
 'Champion',
 'Outro',
 "I'M-ON-ONE",
 "Poppin'-Bottles",
 'Why-You-Always-Hatin?',
 "I'm-the-Plug",
 'Club-Paradise',
 'Club-Paradise',
 'No-Complaints',
 'No-Complaints',
 'Messages-From-You',
 'Karaoke',
 'The-Real-Her',
 'Black-Magic',
 "Let's-Call-It-Off",
 'Stunt-Hard',
 'King-Leon',
 'Sh!t',
 'Pain-1993',
 'Try-Harder',
 'So-Good',
 'Come-Closer',
 'Greatness',
 'Greatness',
 'Come-Real',
 'No-Long-Talk',
 'Blue-Tint',
 'The-Presentation',
 'Must-Hate-Money',
 'July',
 'Beautiful-Music',
 'Get-Over-It',
 'Extra-Special',
 'Good-Night,-Good-Luck',
 'Tell-Your-Friends',
 'Pop-Rose',
 'Family-Feud',
 'Little-Bit',
 '2-OnThotful',
 'POPSTAR',
 'POPSTAR',
 'One-More-Time',
 'One-More-Time',
 "Stuntin'",
 'Zone',
 'Zone',
 'Big-Rings',
 'Both',
 'Only-You-Freestyle',
 'Unstoppable',
 'Deceiving',
 "I'm-Still-Fly",
 'Kick,-Push',
 '305-to-My-City',
 '305-to-My-City',
 'Cabaret',
 'Street-Cred',
 "Don't-U-Have-a-Man",
 'Yamaha-Mama',
 'Do-What-You-Do',
 "A-Scorpio's-Mind",
 'Views-From-the-6',
 'Swagga-Like-Us',
 'Barry-Bonds-Freestyle',
 'Bad-Meaning-Good',
 'The-One',
 'Bigger-Than-You',
 'Faith,-Pt.-2',
 'Faith,-Pt.-2',
 'The-Greatness',
 'Underdog',
 'Intro',
 'About-the-Game',
 'You-Stay',
 'You-Stay',
 'In-a-Minute',
 'I-DID-IT',
 'California-Breeze',
 'Drip-Too-Hard',
 'Sharing-Locations',
 'STAYING-ALIVE',
 'Leave-Em-Alone',
 'Leave-Em-Alone',
 'Humble',
 'Humble',
 'Yes-Indeed',
 'Real-Spill',
 'Oh-Okay',
 'We-Win',
 '5500-Degrees',
 'Weather-the-Storm',
 'Pardon',
 'Cost-to-Be-Alive',
 'The-Bigger-Picture',
 'BODY-IN-MOTION',
 'U-Digg',
 'Ready',
 '2-the-Hard-Way',
 'Gang-Signs',
 'Alley-Oop',
 'The-World-Is-Yours-to-Take',
 'FULLY-LOADED',
 'FULLY-LOADED',
 'Nookie',
 'Stop-Playin',
 'Givenchy-Kickin',
 'Errbody',
 'Ziki-Ziki',
 'Trending',
 'Posse',
 'Get-Money',
 'Need-Sum-Mo',
 'Mask-Off',
 'Jumpman',
 'WAIT-FOR-U',
 'Superhero',
 'Superhero',
 'N-2-Deep',
 'Way-2-Sexy',
 'Do-You-Mind?',
 'Do-You-Mind?',
 '712PM',
 '3500',
 "King's-Dead",
 'LOVE-YOU-BETTER',
 'Love-Me',
 'Right-Now',
 'Life-Is-Good',
 'Life-Is-Good',
 'X',
 'Turn-on-the-Lights-Again..',
 'Diamonds-Dancing',
 'Diamonds-Dancing',
 'Low-Life',
 'The-Percocet-&-Stripper-Joint',
 'Wicked',
 'Wicked',
 'Move-That-Dope',
 'Pain',
 'Pain',
 'Warm-Words-in-a-Cold-World',
 'Mask-Off',
 'Hold-You-Down',
 'Stick-Talk',
 'Because-of-You',
 'Because-of-You',
 'Plastic-Bag',
 'Drinks-on-Us',
 'Holy-Terrain',
 'Mask-Off',
 'Mask-Off',
 'High-Fashion',
 'Sh!t',
 'Sh!t',
 'Neva-Missa-Lost',
 'Relationship',
 'Comin-Out-Strong',
 'Used-to-This',
 'Live-From-the-Gutter',
 'Live-From-the-Gutter',
 'How-Many-Times',
 'Might-as-Well',
 "I-Can't-Save-You",
 'Look-Ahead',
 'Freak-Hoe',
 'Much-More',
 'KEEP-IT-BURNIN',
 'KEEP-IT-BURNIN',
 'Mink-Flow',
 "My-Darlin'",
 'Trap-Niggas',
 'Trap-Niggas',
 'Buy-the-World',
 'Hard-for-the-Next',
 'D4L',
 "Slippin'",
 "Slippin'",
 "I'M-ON-ONE",
 "I'm-the-Plug",
 'Fresh-Air',
 'Right-Now',
 'Let-Me-Know',
 'Chosen-One',
 'Chosen-One',
 'Slave-Master',
 'Rock-Star',
 'Boomin',
 'Sh!t',
 'These-Scars',
 'Rari',
 'Drunk-in-Love',
 'Happiness-Over-Everything',
 'Fly-Shit-Only',
 'WRLD-on-Drugs',
 'Diamonds-From-Africa',
 'Codeine-Crazy',
 'Codeine-Crazy',
 'Forever-Eva',
 'Congratulations',
 'Buy-Love',
 'Last-Breath',
 'Groupies',
 'No-Issue',
 'Hey-There',
 'Cross-Me',
 'No-Cryin',
 'Help-Me-Breathe',
 'Baptiize',
 'Lookin-Exotic',
 "Money-Ain't-No-Issue",
 'Karate-Chop',
 'Chanel-Vintage',
 'Big-Rings',
 'Big-Rings',
 'Bum-Bum-Tam-Tam',
 'All-Right',
 'Magic-City-Monday',
 'Magic-City-Monday',
 'Kung-Fu',
 'I-Wanna-Be-With-You',
 'Temptation',
 'FULLY-LOADED',
 'FULLY-LOADED',
 'Down-&-Out',
 "I-Ain't-Going-Back-Broke",
 'Hardly',
 'Hate-in-Your-Soul',
 'Hate-in-Your-Soul',
 'Hate-in-Your-Soul',
 'Call-the-Coroner',
 'Call-the-Coroner',
 'Call-the-Coroner',
 'Outta-Time',
 'Benz-Friendz',
 'Deep-in-That',
 'Good-Morning',
 'Film',
 'Rotation',
 'Monster',
 'I-Ride',
 'Dirty-Sprite',
 'Dirty-Sprite',
 'Drippin',
 'Radical',
 'Absolutely-Going-Brazy',
 'Turn-Up',
 'Wassup',
 'Drip-on-Me',
 'The-Intro',
 'The-Intro',
 'Know-About-Me',
 'Program',
 'Where-I-Came-From',
 'Check-on-Me',
 'Bye-Bye',
 'Mad-Luv',
 'Promise-U-That',
 'When-I-Think-About-It',
 'Love-Thy-Enemies',
 'Sh!t',
 'Fetti',
 'Green-Gucci-Suit',
 'Sh!t',
 'Plastic',
 'Wesley-Presley',
 'Dedicated',
 'Top-Off',
 'Sorry',
 'I.C.W.N.T',
 'Yayaya',
 'Motion-Picture',
 'How-Can-I-Not',
 'Interstate-10',
 'Twilight-Zone',
 'Twilight-Zone',
 'Taxi',
 'No-Cuffin',
 'Chek',
 'Sir',
 'XXX.',
 'XXX.',
 'XXX.',
 "Bitch,-Don't-Kill-My-Vibe",
 'Money-Trees',
 'Money-Trees',
 'Money-Trees',
 'No-More-Parties-in-L.A.',
 'No-More-Parties-in-L.A.',
 'No-More-Parties-in-L.A.',
 'DUCKWORTH.',
 'DUCKWORTH.',
 'DUCKWORTH.',
 'King-Kunta',
 'King-Kunta',
 'King-Kunta',
 "Sing-About-Me,-I'm-Dying-of-Thirst",
 "Sing-About-Me,-I'm-Dying-of-Thirst",
 "Sing-About-Me,-I'm-Dying-of-Thirst",
 'Poetic-Justice',
 'm.A.A.d-City',
 'm.A.A.d-City',
 'm.A.A.d-City',
 'Hood-Politics',
 'Hood-Politics',
 'Hood-Politics',
 'We-Cry-Together',
 'We-Cry-Together',
 'Backseat-Freestyle',
 'Backseat-Freestyle',
 'Backseat-Freestyle',
 "Fuckin'-Problems",
 "Fuckin'-Problems",
 "Fuckin'-Problems",
 "Fuckin'-Problems",
 'The-Recipe',
 'LOYALTY.',
 'LOYALTY.',
 'Alright',
 'Alright',
 'Alright',
 'Alright',
 'The-Heart-Part-5',
 'The-Heart-Part-5',
 "Wesley's-Theory",
 "Wesley's-Theory",
 "Wesley's-Theory",
 'Forbidden-Fruit',
 'Forbidden-Fruit',
 'Forbidden-Fruit',
 'The-Heart-Part-4',
 'The-Heart-Part-4',
 'The-Heart-Part-4',
 '1Train',
 '1Train',
 '1Train',
 'I',
 'DNA.',
 'DNA.',
 'DNA.',
 'DNA.',
 'DNA.',
 'Worldwide-Steppers',
 'Worldwide-Steppers',
 'Worldwide-Steppers',
 'Father-Time',
 'Momma',
 'Momma',
 'Momma',
 'FEEL.',
 'FEEL.',
 'FEEL.',
 'The-Art-of-Peer-Pressure',
 'The-Art-of-Peer-Pressure',
 'The-Art-of-Peer-Pressure',
 'FEAR.',
 'FEAR.',
 'Die-Hard',
 'Die-Hard',
 'Cartoon-&-Cereal',
 'Cartoon-&-Cereal',
 'Cartoon-&-Cereal',
 'A.D.H.D.',
 'Nosetalgia',
 'Nosetalgia',
 'Nosetalgia',
 'The-Blacker-the-Berry',
 'The-Blacker-the-Berry',
 'The-Blacker-the-Berry',
 'Control',
 'Control',
 'Control',
 'Blow-My-High',
 'Blow-My-High',
 'Blow-My-High',
 'Count-Me-Out',
 'United-in-Grief',
 "Hol'-Up",
 "Hol'-Up",
 "Hol'-Up",
 'Savior',
 'Poe-Mans-Dreams',
 'Poe-Mans-Dreams',
 'Poe-Mans-Dreams',
 'The-Spiteful-Chant',
 'Swimming-Pools',
 'HUMBLE.',
 'ILLuminate',
 'ILLuminate',
 'ILLuminate',
 'Ronald-Reagan-Era',
 'Ronald-Reagan-Era',
 'Ronald-Reagan-Era',
 'Mortal-Man',
 'Mortal-Man',
 'Mortal-Man',
 'LUST.',
 'Really-Doe',
 'Really-Doe',
 'Really-Doe',
 'Rigamortis',
 'Look-Over-Your-Shoulder',
 'Look-Over-Your-Shoulder',
 'HiiiPoWeR',
 'Big-Shot',
 'Big-Shot',
 'Compton',
 'Mr.-Morale',
 'Freedom',
 'Freedom',
 'Freedom',
 "You-Ain't-Gotta-Lie",
 "You-Ain't-Gotta-Lie",
 "You-Ain't-Gotta-Lie",
 'Good-Kid',
 'Good-Kid',
 "King's-Dead",
 'Doves-in-the-Wind',
 'Doves-in-the-Wind',
 'Doves-in-the-Wind',
 'Turn-Me-Up',
 'Turn-Me-Up',
 'Turn-Me-Up',
 'Turn-Me-Up',
 'Institutionalized',
 'Institutionalized',
 'ELEMENT.',
 'Hood-Gone-Love-It',
 'Hood-Gone-Love-It',
 'Hood-Gone-Love-It',
 "Wat's-Wrong",
 'Untitled-07-Levitate',
 'U',
 'Blessed',
 'Blessed',
 "Keisha's-Song",
 "Keisha's-Song",
 'The-Heart-Pt.-3',
 'The-Heart-Pt.-3',
 'The-Heart-Pt.-3',
 'Rolling-Stone',
 'Rolling-Stone',
 'Love-Game',
 'Love-Game',
 'Love-Game',
 'Love-Game',
 'Crown',
 'His-Pain-II',
 'His-Pain-II',
 'His-Pain-II',
 'Sidewalks',
 'On-Me',
 'On-Me',
 'On-Me',
 'Bad-Blood',
 'Westside,-Right-on-Time',
 'Ignorance-Is-Bliss',
 'Ignorance-Is-Bliss',
 'BLOOD.',
 'BLOOD.',
 'No-Makeup',
 'No-Makeup',
 'YAH.',
 'I-Am',
 'Power',
 'Power',
 'Power',
 'The-Heart-Pt.-2',
 'The-Heart-Pt.-2',
 'She-Needs-Me',
 'She-Needs-Me',
 'She-Needs-Me',
 'Gone',
 'Gone',
 'Chapter-Six',
 'The-City',
 'Fuck-Your-Ethnicity',
 "Bitch,-Don't-Kill-My-Vibe",
 "Bitch,-Don't-Kill-My-Vibe",
 'Growing-Apart',
 'Growing-Apart',
 "Tammy's-Song",
 "Tammy's-Song",
 'They-Ready',
 'They-Ready',
 'They-Ready',
 'We-Up',
 'P&P-1.5',
 'P&P-1.5',
 'P&P-1.5',
 'R.O.T.C.',
 'Conrad-Tokyo',
 'God-Is-Fair,-Sexy-Nasty',
 'I-Do-This',
 'I-Do-This',
 'Cut-You-Off',
 'The-Heart-Pt.-1',
 'The-Heart-Pt.-1',
 'The-Recipe',
 'Collect-Calls',
 'Collect-Calls',
 'Look-Out-for-Detox',
 'H.O.C.',
 'Opposites-Attract',
 'Opposites-Attract',
 'Faith',
 'Faith',
 'These-Walls',
 'GOD.',
 'YOLO',
 'YOLO',
 'Mother-I-Sober',
 'Is-It-Love',
 'Father-Stretch-My-Hands-Pt.-1',
 'Mask-Off',
 'Mask-Off',
 'Backwards',
 'P-&-P',
 "Don't-Understand",
 "Don't-Understand",
 "Don't-Understand",
 'Celebration',
 'Celebration',
 'The-World-Is-a-Ghetto',
 'The-World-Is-a-Ghetto',
 'Solo-Dolo-Pt.-II',
 'I-Hate-You',
 'I-Hate-You',
 'Moscato',
 'Moscato',
 'Put-That-Gun-Up',
 'Last-Real-Nigga-Alive',
 'Last-Real-Nigga-Alive',
 'Kendrick-Lamar',
 'Today',
 'Wanna-Be-Heard',
 'Kush-&-Corinthians',
 'Live-Again',
 'Live-Again',
 'Easy-Bake',
 'Bloody-Waters',
 'Genocide',
 'War-Is-My-Love',
 'Average-Joe',
 'Something-DirtyPic-Got-Us',
 'Black-Boy-Fly',
 'Diary-of-a-Broke-Nigga',
 'Murder',
 'Ab-Souls-Outro',
 'Buy-the-World',
 'See-No-Evil',
 'Heaven-&-Hell',
 'How-Many-Drinks?',
 'How-Many-Drinks?',
 'Textbook-Stuff',
 'Autumn-Leaves',
 'Night-of-the-Living-Junkies',
 'Thirsty',
 'How-Far-We-Go',
 'How-Far-We-Go',
 'The-New-Cupid',
 'The-New-Cupid',
 'The-New-Cupid',
 'Kites',
 'Untitled-08-09.06.2014',
 'Mona-Lisa',
 'Black-Friday',
 'For-Sale?',
 "I'm-on-2.0",
 "I'm-on-2.0",
 "I'm-on-2.0",
 'World-Negatives',
 'Michael-Jordan',
 'Mona-Lisa',
 'Dedication',
 'Push-Thru',
 'Ignorance',
 'Really-Be',
 'Triangle-Ship',
 'Triangle-Ship',
 '100',
 'Rock-the-Bells',
 'HUMBLE.',
 'Flower-Child',
 'Little-Johnny',
 'Little-Johnny',
 'Little-Johnny',
 'Thanksgiving',
 'Thanksgiving',
 'Determined',
 'Determined',
 'Determined',
 'Determined',
 'We-Ball',
 'We-Ball',
 'We-Ball',
 "Kendrick-Lamar's-Interlude",
 "Kendrick-Lamar's-Interlude",
 "Kendrick-Lamar's-Interlude",
 'Ball-Game',
 'XXL-Freshman-Cypher-Pt-1',
 'Holy-Key',
 'Street-Dreamin',
 'Street-Dreamin',
 'The-Jig-Is-Up',
 'Taking-Me-Down',
 'American-Dream',
 'Fire',
 'Fire',
 'Monster',
 'Imagine',
 'G-Code',
 'S.S.L',
 'Want-in-Life',
 'Rapper-Shit',
 'Rossi-Wine',
 'Rossi-Wine',
 'Beyonce',
 'Barbed-Wire',
 'I-Am',
 'I-Am',
 "Bitch-I'm-in-the-Club",
 'Enjoy',
 'My-Mind-Drifts',
 'My-Mind-Drifts',
 'Compton-State-of-Mind',
 'A-Little-Appalled',
 'Vanity-Slaves',
 'Alien-Girl',
 'ELEMENT.',
 'LMAO',
 'Young-&-Black',
 'Gang-Member',
 'Famous-Pipe-Game',
 'Up-Against-the-Wall',
 'Homage-to-Daz-&-Soopafly',
 'Homage-to-Daz-&-Soopafly',
 '6-Foot-7-Foot',
 'So-Slow',
 'Paper-Birds',
 'Dumb-It-Down',
 'My-Way',
 'Winner-Circle',
 'The-Best-Rapper-Alive',
 'The-Best-Rapper-Alive',
 'The-Cypher-2011-Pt.-2',
 'Untitled-01-08.19.2014.',
 'Try-Me',
 'Evil',
 'Evil',
 ...]


# This code initializes an empty Pandas DataFrame to hold the data extracted from the WhoSampled website
df = pd.DataFrame()

# This code adds columns to the DataFrame for the rappers, songs, and sampled tracks
df["Artists"] = rappers
df["Songs"] = songs
df["Sampled"] = sampled

# This code displays the DataFrame
df


#copy df to df_x
df_x = df.copy()

#drop songs col
df_x.drop(columns = "Songs", inplace = True)

df_count = df.groupby(['Artists', 'Sampled']).size().reset_index(name='Count')

#drop all rows with count less than 5
df_count = df_count[df_count.Count > 2]
print(df_count.shape)
df_count

#get number of unique artists and sampled
print(df_count.Artists.nunique())
print(df_count.Sampled.nunique())

(44, 3)
10
40


import networkx as nx
import matplotlib.pyplot as plt

# create a new empty graph
G = nx.Graph()

node_sizes_mp = {}
node_colours_mp = {}

# add nodes and edges to the graph
for index, row in df_count.iterrows():
    artist = row['Artists']
    sample = row['Sampled']
    count = row['Count']
    
    # add artist node if it doesn't exist
    if not G.has_node(artist):
        G.add_node(artist)
        node_sizes_mp[artist] = 0
        node_colours_mp[artist] = 'red'
    node_sizes_mp[artist] += count * 380
    
    # add sample node if it doesn't exist
    if not G.has_node(sample):
        G.add_node(sample)
        node_sizes_mp[sample] = 0
        node_colours_mp[sample] = 'yellow'
    node_sizes_mp[sample] += count * 380
    
    # add edge between artist and sample
    G.add_edge(artist, sample, weight=count)
    
# set node sizes based on the count column
# node_sizes = [G.edges[(u, v)]['weight']*50 for u, v in G.edges if 'weight' in G.edges[(u, v)]]
node_sizes = []
node_colours = []
for node in G.nodes:
    node_sizes.append(node_sizes_mp[node])
    node_colours.append(node_colours_mp[node])



#change the size of the graph
plt.figure(figsize=(80, 80))
#change the background color
plt.rcParams['axes.facecolor'] = 'grey'
# draw the graph
pos = nx.spring_layout(G, k=0.62)
nx.draw_networkx_nodes(G, pos, nodelist=G.nodes, node_size=node_sizes, alpha=0.7, node_color=node_colours)
nx.draw_networkx_edges(G, pos, width=10, alpha=0.3)
nx.draw_networkx_labels(G, pos, font_size=40, font_family='Copperplate', font_color='black')
plt.axis('off')
plt.show()


#groupby sampled and count the number of times it appears
df = df.groupby("Sampled").count().sort_values(by="Artists", ascending=False)
df


df1 = pd.DataFrame()
df1["Artists"] = rappers
df1["Songs"] = songs1
df1
#remove duplicate songs
df1 = df1.drop_duplicates(subset=['Songs'])
print(df1[0:20])
"""search_result = df1[df1['Songs'].str.contains('SICKO-MODE')]
print(search_result)"""

   Artists                           Songs
0    Drake                   Hotline-Bling
1    Drake                Champagne-Poetry
3    Drake  Pound-CakeParis-Morton-Music-2
6    Drake                    Passionfruit
7    Drake                   Nice-for-What
10   Drake                       Rich-Flex
14   Drake           0-to-100-the-Catch-Up
18   Drake                     Jimmy-Cooks
20   Drake                      SICKO-MODE
23   Drake                     Spin-Bout-U
24   Drake                  In-My-Feelings
28   Drake                         Jumpman
29   Drake                  Poetic-Justice
30   Drake                            Work
31   Drake             Middle-of-the-Ocean
33   Drake                      WAIT-FOR-U
34   Drake                  Truffle-Butter
35   Drake         Started-From-the-Bottom
37   Drake                Fuckin'-Problems
40   Drake          Lemon-Pepper-Freestyle

"search_result = df1[df1['Songs'].str.contains('SICKO-MODE')]\nprint(search_result)"


# This code initializes empty lists to hold producer names, artist names, and song names
producers = []
artists_producers = []
song_producers = []

# This code loops over each row in the df1 DataFrame, which contains the cleaned up song names and artist names
for row, record in df1.iterrows():
    temp = []
    try:
        # This code sends a GET request to the WhoSampled website for each song and artist combination
        response = requests.get(f"https://www.whosampled.com/{record[0]}/{record[1]}/", headers= headers)
        soup = BeautifulSoup(response.content, "html.parser")
        
        # This code finds the divs with class "track-metainfo" and extracts the producer names from the anchor tags within them
        for song in soup.find_all("div", class_="track-metainfo"):
            for producer in song.find_all("a"):
                producers.append(producer.text.strip())
                artists_producers.append(record[0])
                song_producers.append(record[1])
                
    except:
        # This code handles errors that may occur if a request fails
        producers.append("None")
        artists_producers.append("None")
        song_producers.append("None")
    
# This code prints the lists of producer names, artist names, and song names
print(producers)
print(artists_producers)
print(song_producers)

['nineteen85', 'Noah "40" Shebib', 'Masego', 'Maneesh', 'Oliver El-Khatib', 'Boi-1da', 'Jordan Evans', 'Nana Rogues', 'Murda Beatz', 'BlaqNmilD', 'Vinylz', 'Tay Keith', 'FNZ', 'BoogzDaBeast', 'Vinylz', 'Boi-1da', 'nineteen85', 'Vinylz', 'Tay Keith', 'Cubeatz', 'Banbwoi', 'Noah "40" Shebib', 'BlaqNmilD', 'TrapMoneyBenny', 'Noah "40" Shebib', 'Metro Boomin', 'OZ', 'Noel Cadastre', 'Sucuki', 'Nik D', 'Loof', 'Mike Zombie', 'Noah "40" Shebib', 'Boi-1da', 'Austin Powerz', 'FNZ', 'Jamie xx', 'Noah "40" Shebib', 'nineteen85', 'Noah "40" Shebib', 'WizKid', 'OZ', 'Jahaan Sweet', 'Patron (Producer)', 'Travis Scott', 'WondaGurl', 'Metro Boomin', 'Peter Lee Johnson', 'Noah "40" Shebib', 'Earl on the Beat', 'Lil Yachty', 'Noah "40" Shebib', 'GENT (Producer)', 'Boi-1da', 'Vinylz', 'Syk Sense', 'Hagler', 'Noel Cadastre', 'Boi-1da', 'Noah "40" Shebib', 'Kid Masterpiece', 'Harley Arsenault', 'Noah "40" Shebib', 'Alex Lustig', 'Noel Cadastre', 'PARTYNEXTDOOR', 'Swizz Beatz', 'Noah "40" Shebib', 'Supah Mario', 'Oriyomi Ojelade', 'Jarrel Young', 'Mark Borino', 'Preme', 'Boi-1da', 'Syk Sense', 'Vinylz', 'Frank Dukes', 'TM88', 'Too Dope!', 'Noah "40" Shebib', 'Lex Luger', 'Noah "40" Shebib', 'Boi-1da', 'Allen Ritter', 'Harley Arsenault', 'Noel Cadastre', 'OG Ron C', 'Noah "40" Shebib', 'Chantal Kreviazuk', 'Ness', 'Chef Pasquale', 'Boi-1da', 'Allen Ritter', 'Noah "40" Shebib', 'Key Wane', 'Boi-1da', 'Tay Keith', 'Chase N. Cashe', 'Noah "40" Shebib', 'Murda Beatz', 'Cubeatz', 'Gordo (Producer)', 'RY X', 'Boi-1da', 'Jordan Evans', 'Noah "40" Shebib', 'Stwo', 'Noah "40" Shebib', 'Boi-1da', 'Al Khaaliq', 'Just Blaze', 'Noah "40" Shebib', 'Govi (Producer)', 'Monsune', 'Boi-1da', 'Dwayne "Supa Dups" Chin-Quee', 'Allen Ritter', 'Di Genius', 'Leon Thomas III', 'FaxOnly', 'Jean Bleu', 'Simon Gebrelul', 'Anthoine Walters', 'DJ Dahi', 'nineteen85', 'Noah "40" Shebib', 'Boi-1da', 'Jahaan Sweet', "OB O'Brien", 'Bink!', 'Noel Cadastre', 'OZ', 'Boi-1da', 'Noah "40" Shebib', 'OZ', 'Vinylz', 'Nik D', 'PARTYNEXTDOOR', 'Tay Keith', 'No I.D.', 'Noel Cadastre', 'Noah "40" Shebib', 'Kanye West', 'Boi-1da', 'Frank Dukes', 'Kid Masterpiece', 'Govi (Producer)', 'Alex Lustig', 'Beau Nox', 'nineteen85', 'Noah "40" Shebib', 'Static Major', 'Noah "40" Shebib', 'Noel Cadastre', 'Daniel East', 'Mcevoy', 'Nyan', 'Noah "40" Shebib', 'Noah "40" Shebib', 'Jake One', 'Boi-1da', "OB O'Brien", 'Noah "40" Shebib', 'Boi-1da', 'Maneesh', 'Boi-1da', 'Noah "40" Shebib', 'T-Minus', 'Noah "40" Shebib', 'Daxz', 'Noah "40" Shebib', 'Sevn Thomas', 'Frank Dukes', 'Vinylz', 'Frank Dukes', 'Allen Ritter', 'Noah "40" Shebib', 'Noah "40" Shebib', 'Boi-1da', 'Cubeatz', 'Noah "40" Shebib', 'Noah "40" Shebib', 'June James', 'DJ Screw', 'SkipOnDaBeat', 'PARTYNEXTDOOR', 'Noah "40" Shebib', 'Jordan Ullman', 'Nottz', 'No I.D.', 'Noah "40" Shebib', 'The 25th Hour', 'Black Coffee', 'Gordo (Producer)', 'T-Minus', 'Noah "40" Shebib', 'Noah "40" Shebib', 'Hit-Boy', 'Boi-1da', 'The Fam', 'Noel Cadastre', 'Richard Zastenker', 'Gordo (Producer)', 'Beau Nox', 'Alex Lustig', 'Klahr', 'WondaGurl', 'Noah "40" Shebib', 'Boi-1da', 'nineteen85', 'WondaGurl', 'TM88', 'Travis Scott', 'OZ', 'Dez Wright', 'Leon Thomas III', 'Boi-1da', 'Noah "40" Shebib', 'Jahaan Sweet', 'Sampha', 'nineteen85', 'Metro Boomin', 'Allen Ritter', 'Frank Dukes', 'Murda Beatz', 'T-Minus', 'Josh Valle', 'Noah "40" Shebib', 'Adrian X', 'Noah "40" Shebib', 'Aubrey Graham', 'Boi-1da', 'Jahaan Sweet', 'Noah "40" Shebib', 'T-Minus', 'Bink!', 'Vinylz', 'Most High', 'Amir Obè', 'Noah "40" Shebib', 'Boi-1da', 'Brian Alexander Morgan', 'Noah "40" Shebib', 'PARTYNEXTDOOR', 'Noah "40" Shebib', 'OZ', 'Sevn Thomas', 'Elyas', 'Wallis Lane', 'Cardo', 'Dez Wright', 'Maneesh', 'Boi-1da', 'Allen Ritter', 'Noah "40" Shebib', 'Boi-1da', 'Jahaan Sweet', 'Phillip "D10" Tennant', 'Noah "40" Shebib', 'Noah "40" Shebib', 'Plain Pat', 'Hudson Mohawke', 'Noah "40" Shebib', 'Eric Dingus', 'Jimmy Prime', 'DJ Paul', 'Frank Dukes', 'nineteen85', 'Boi-1da', 'Boi-1da', 'Boi-1da', 'Boi-1da', 'No I.D.', 'Noah "40" Shebib', 'Noah "40" Shebib', 'Mexikodro', 'Rocket LaFlare', 'G. Ry', 'Noah "40" Shebib', 'PARTYNEXTDOOR', 'Noah "40" Shebib', 'Noah "40" Shebib', 'Kanye West', 'Noah "40" Shebib', 'Boi-1da', 'Just Blaze', 'Kanye West', 'DJ Premier', 'Maneesh', '9th Wonder', 'Noah "40" Shebib', 'Neenyo', 'Detail', 'Noah "40" Shebib', 'Boi-1da', 'Vinylz', 'Allen Ritter', 'MegaMan', 'Boi-1da', 'Noah "40" Shebib', 'Vinylz', 'Oogie Mane', 'Boi-1da', 'Metro Boomin', 'Sevn Thomas', 'Frank Dukes', 'Boi-1da', 'J Dilla', 'Kanye West', 'Nick Brongers', 'Boi-1da', 'London on Da Track', 'Noah "40" Shebib', 'Southside', 'Gonzales', 'Southside', 'Noah "40" Shebib', 'Noah "40" Shebib', 'Francis and the Lights', 'Noah "40" Shebib', "Pi'erre Bourne", 'Snaz', 'Murda Beatz', 'Cubeatz', 'Supah Mario', 'Illmind', 'Taz Taylor', 'Rich Kidd', 'DJ Wrispect', 'Yttling', 'J.U.S.T.I.C.E. League', 'Metro Boomin', 'Diplo', 'John Hill', 'Detail', 'Boi-1da', 'Boi-1da', 'Rynn & Amir', 'Maneesh', 'Slakah the Beatchild', 'Snaz', 'KaiGoinKrazy', 'HAZE (Producer)', 'Marcel "Mars" Korkutata', 'Murda Beatz', 'Turbo', 'Section 8', 'G1', 'KaiGoinKrazy', 'Just Blaze', 'Kirk Franklin', 'Chosen 1', 'G1', 'Section 8', 'Noah (Hip Hop Producer)', 'Antt Beatz', 'Metro Boomin', 'DJ Paul', 'FNZ', 'Murda Beatz', 'Section 8', 'Chi-Chi', 'Section 8', 'Noah Pettigrew', 'Metro Boomin', 'TM88', 'Moon (Producer)', 'Wheezy', 'MoXart Beatz', 'ATL Jacob', 'FNZ', 'DJ Esco', 'Cassius Jay', 'Metro Boomin', 'Ben Billions', 'The Weeknd', 'Metro Boomin', 'Southside', 'Mike WiLL Made It', 'Southside', 'Brandon Finessin', 'Dotmidorii', 'Lukrative', 'Detail', 'Major Seven', 'David Nakaji', 'Ivan Jimenez', 'High Klassified', 'Detail', 'Tarentino 808 Mafia', 'The Runners', 'Metro Boomin', 'ATL Jacob', 'Pluss', 'Mike WiLL Made It', '808 Mafia', 'Detail', 'Mantra', 'Major Seven', 'King BNJMN', 'Metro Boomin', 'Southside', 'DJ Clue', 'DJ Spinz', '$K', 'Oogie Mane', 'Don Cannon', 'Southside', 'TM88', 'Zaytoven', 'Metro Boomin', 'Ludwig Göransson', 'Metro Boomin', 'Sonny Digital', 'Southside', 'Wheezy', 'Southside', 'Fuse 808 Mafia', 'June the Jenius', 'The LoopHoles', 'K-Major', 'Jake One', 'Southside', 'Metro Boomin', 'Metro Boomin', 'Tay Keith', 'Southside', 'Metro Boomin', 'TM88', 'Cubeatz', 'Detail', 'Metro Boomin', 'Southside', 'Metro Boomin', 'Mike WiLL Made It', 'Metro Boomin', 'Tarentino 808 Mafia', 'Wheezy', 'Southside', 'Zaytoven', 'Zaytoven', 'Metro Boomin', 'DJ Plugg', 'Tay Keith', 'Westen Weiss', 'Van Riper', 'Metro Boomin', 'TM88', 'Southside', 'Metro Boomin', 'DJ Spinz', 'Metro Boomin', 'Mike WiLL Made It', 'DJ Dahi', 'Sounwave', 'Anthony Tiffith', 'Bēkon', 'Sounwave', 'DJ Dahi', '9th Wonder', 'Bēkon', 'Sounwave', 'Terrace Martin', 'Like', 'Skhye Hutch', 'Sounwave', 'Sounwave', 'Terrace Martin', 'Tae Beast', 'Sounwave', 'Thundercat', 'The Alchemist', 'Emile Haynie', 'J.LBS', 'Bēkon', 'Hit-Boy', 'Scoop DeVille', 'DJ Dahi', 'Sounwave', 'Terrace Martin', 'Pharrell Williams', 'Sounwave', 'Beach Noise', 'Flying Lotus', 'Flippa', 'Sounwave', 'The Alchemist', 'Syk Sense', 'DJ Dahi', 'Rahki', 'Mike WiLL Made It', 'Tae Beast', 'Sounwave', 'J.LBS', 'Sounwave', 'Beach Noise', 'DJ Dahi', 'Duval Timothy', 'Bēkon', 'Victor Ekpo', 'Knxwledge', 'Taz Arnold', 'Sounwave', 'Tabu', 'The Alchemist', 'Sounwave', 'J.LBS', 'FNZ', 'DJ Dahi', 'Hykeem Carter', 'THC', 'J.LBS', 'Sounwave', 'Boi-1da', 'Koz', 'Terrace Martin', 'Oklama', 'Sounwave', 'Dahi', 'J.LBS', 'Tim Maxey', 'Oklama', 'Sounwave', 'J.LBS', 'Duval Timothy', 'Beach Noise', 'Tim Maxey', 'Sounwave', 'Oklama', 'Sounwave', 'J.LBS', 'Cardo', 'Mario Luciano', 'Rascal', 'Sounwave', 'Dave Free', 'Mike WiLL Made It', 'Tae Beast', 'Sounwave', 'BadBadNotGood', 'DJ Dahi', 'Sounwave', 'Willie B', 'J. Cole', 'Sounwave', 'Cubeatz', 'Cardo', 'Just Blaze', 'Pharrell Williams', 'Pharrell Williams', 'Rahki', 'Tommy Black', 'James Blake', 'Ricci Riera', 'Sounwave', 'Frank Dukes', 'Swizz Beatz', 'Egypt Dean', 'Ti$A', 'WhoAreI', 'Sounwave', 'Duval Timothy', 'Canei Finch', 'Willie B', 'Anthony Tiffith', 'Bēkon', 'Anthony Tiffith', 'DJ Dahi', 'Sounwave', 'The Roots', 'Sounwave', 'Tommy Black', 'THC', 'King Blue', 'Sounwave', 'THC', 'Childish Gambino', 'Drop', 'King Blue', 'Terrace Martin', 'Larrance Dopson', 'Sounwave', 'Sounwave', 'DJ Dahi', 'Cardo', 'J.LBS', 'Sounwave', 'Bēkon', 'Sounwave', 'Dave Free', 'King Blue', 'Sounwave', 'Black Milk', 'Sounwave', 'Wyldfyer', 'Rahki', 'Dawaun Parker', 'Terrace Martin', 'Tommy Black', 'Sounwave', 'Thundercat', 'Mono/Poly', 'Sounwave', 'Rahki', 'Wyldfyer', 'Sounwave', 'Sounwave', 'Rahki', 'Nicolay', 'Phonte', 'Sounwave', 'Rahki', 'Nick Mira', 'Boi-1da', 'Tommy Brown', 'Arin Ray', 'Camden Bench', 'Mitch Mula', 'Take a Daytrip', 'Metro Boomin', 'Marshmello', "Pi'erre Bourne", 'Nick Mira', 'Marshmello', 'Nick Mira', 'SIDEPCE', 'Nick Mira', 'Hit-Boy', 'No I.D.', 'Nick Mira', 'Gezin 808 Mafia', 'Nils', 'Max Lord', 'Dr. Luke', 'Aaron Joseph', 'Theron Thomas', 'Deko', 'OG Parker', 'Tee Romano', 'Cubeatz', 'Cardo', 'Yung Exclusive', 'Nick Mira', 'Charlie Handsome', 'Jasper Harris', 'Angel López', 'Rogét Chahayed', 'Nickie Jon Pabón', 'Angel López', 'Hollywood Cole', 'Jack Harlow', 'Rogét Chahayed', 'Dutchboi', 'Iophiile', 'Marco Bernardis', '2forwOyNE', 'Understudy', 'Angel López', 'Charlie Handsome', 'Jack Harlow', 'Leon Thomas III', 'OZ', 'Rogét Chahayed', 'Nemo Achida', 'Jasper Harris', 'John Mayer', 'Angel López', 'Jack Harlow', 'Rogét Chahayed', 'Wallis Lane', 'MikeWavvs', 'Go Grizzly', 'Nemo Achida', 'Track Starz', 'Harry Fraud', 'JetsonMade', 'Pooh Beatz', 'LosTheProducer', 'Hit-Boy', 'Nemo Achida', 'Foreign Teck', 'Jack Harlow', 'Jasper Harris', 'JetsonMade', 'Rogét Chahayed', 'Timbaland', 'Boi-1da', 'Charlie Handsome', 'Angel López', 'Jack Harlow', 'Rogét Chahayed', 'Nickie Jon Pabón', '2forwOyNE', 'Willy Will', 'Syk Sense', 'ChopSquadDJ', 'The Mekanics', 'OZ', 'DY Krazy', 'John Lamb', 'Tre Gilliam', 'Gwiz', 'Carl Paul', 'John Lamb', 'Tahj Money', 'London Blue', 'Hitmaka', 'Cubeatz', 'YC (Producer)', 'Real Red', 'Cardo', 'D.R. The Dream Maker', 'C-Sick', 'OG Parker', 'Tee Romano', 'CVRE', 'Brxtn', 'Uncle Cameron', 'Touch of Trent', 'Metro Boomin', 'Wheezy', 'Taurus', 'HeyMcNab', 'Turbo', 'Metro Boomin', 'Turbo the Great', 'Wheezy', 'Wheezy', 'Metro Boomin', 'Taurus', 'Wheezy', 'Taurus', 'Thank You Fizzle', "Pi'erre Bourne", 'Metro Boomin', 'Metro Boomin', 'Metro Boomin', "Pi'erre Bourne", 'Wheezy', 'Metro Boomin', 'Wheezy', 'Doughboy Beatz', 'Metro Boomin', 'London on Da Track', 'Metro Boomin', 'C-Clip Beatz', 'ATL Jacob', 'Metro Boomin', 'Southside', 'Cubeatz', 'June Nawakii', 'Starrah', 'London on Da Track', 'Saved by Da Bell', 'Popnick', 'DzyOnDaBeat', 'Majornine', 'Helluva', 'KasimGotJuice', 'Popnick', 'DzyOnDaBeat', 'J. Gramm', 'Da Honorable C.N.O.T.E', 'Murda Beatz', 'Mr. Flipper', 'Ben Billions', 'Southside', 'Dyryk', 'Trauma Tone', 'Murda Beatz', 'Rooq', 'Karltin Bankz', 'London Blue', 'TnTXD', 'TnTXD', 'Tahj Money', 'London Blue', 'ProdByDawson', '1prodsammy', 'Theyhateblondy', 'TnTXD', 'Harto Beats', 'TnTXD', 'JB (Producer)', 'Lukecmon', 'ThatBossEvan', 'TrillGotJuice', 'TnTXD', 'Will-A-Fool', 'Yung Tago', 'A$tod', 'Will-A-Fool', 'BSquared', 'Mizzy Mauri', 'TnTXD', 'Tahj Money', 'Karltin Bankz', 'Trillo Beats', 'DRelleOnTheTrack', 'Akel', 'TnTXD', 'Shaad K Rounds', 'LondnBlue', 'Will-A-Fool', 'B Squared', 'Yung Tago', 'BearMakeHits', 'JBFlyBoi', 'SnowZCold', 'ProdKayo', 'TnTXD', 'DMacOnTheTrack', 'Nash (Hip Hop Producer)', 'Drum Dummie', 'CoCo (Hip Hop Producer)', 'ThatBossEvan', 'Amineskrtt', 'golden.Tae', 'EELmatic', 'Travis Harrington', 'TnTXD', 'Tahj Money', 'DJ Fizzum Fade', 'Consent2K', 'DJ Suede the Remix God', 'Money Montage', 'Aura (Rap Producer)', 'KK McFly', 'Drum Drummie', 'Cheese', 'Hitman Beatz', 'Kacey Khaliel', 'Popnick', 'Khris James', 'Vintage Rippah', 'Murda Beatz', 'Cheese', 'Max Merlin', 'Slim Pharaoh', 'Drum Dummie', 'Dr. Luke', 'Vaughn Oliver', 'Johnny Goldstein', 'Hollywood Cole', 'Sage Skolfield', 'Sean Solymar', 'd.a. Got That Dope for Guaranteed Millions', 'BoogzDaBeast', 'Pyro Da God', 'Yak Beats', 'Mike Dean', 'FNZ', 'JetsonMade', 'Pooh Beatz', 'June the Genius', 'Sage Skolfield', 'Sean Solymar', 'Louis Bell', 'Tank God', 'FKi', 'Louis Bell', 'Post Malone', 'Louis Bell', 'DJ Mustard', 'Twice as Nice', 'Louis Bell', 'Swish', 'Cashio', 'FKi', 'London on Da Track', 'Aubrey Robinson', 'Roark Bailey', 'Post Malone', 'Louis Bell', 'Kanye West', 'Ché Pope', 'Eric Danchick', 'Noah Goldstein', 'No I.D.', 'Mike Dean', 'Lifted', 'Hudson Mohawke', 'Mike WiLL Made It', 'Havoc', 'Noah Goldstein', 'Charlie Heat', 'Kanye West', 'Kanye West', 'Mike Dean', 'Travis Scott', 'Kanye West', 'Emile Haynie', 'Mike Dean', 'Bink!', 'Mike Dean', 'Hit-Boy', 'Kanye West', 'Kanye West', 'Hudson Mohawke', 'Lunice', 'Kanye West', 'Benny Blanco', 'Francis and the Lights', 'Mike Dean', 'Kanye West', 'Kanye West', 'RZA', 'No I.D.', 'Kanye West', 'DJ Toomp', 'Kanye West', 'No I.D.', 'Mike Dean', 'Kanye West', 'Jon Brion', 'Just Blaze', 'Kanye West', 'Daft Punk', 'Mike Dean', 'Kanye West', 'BoogzDaBeast', 'Xcelence', 'Kanye West', 'Kanye West', 'Kanye West', 'Mike Dean', 'DJ Toomp', 'Karriem Riggins', 'Mike Dean', 'Noah Goldstein', 'Kanye West', 'Havoc', 'Boi-1da', 'Frank Dukes', 'Kanye West', 'Cashmere Cat', 'Sinjin Hawke', 'Mike Dean', 'Kanye West', 'Kanye West', 'Velous', 'French Montana', 'Kanye West', 'Brian "All Day" Miller', 'BoogzDaBeast', 'The Twilite Tone', 'Federico Vindver', 'Ojivolta', 'Dem Jointz', 'Fonzworth Bentley', 'Kanye West', 'Kanye West', 'Kanye West', 'Mike Caren', 'No I.D.', 'Kanye West', 'Jon Brion', 'Kanye West', 'Kanye West', 'Warryn Campbell', 'Kanye West', 'DJ Frank E', 'Mike Dean', 'Kanye West', 'Evidence', 'Porse', 'Kanye West', 'Kanye West', 'Jon Brion', 'Warryn Campbell', 'Kanye West', 'Kanye West', '88-Keys', 'BoogzDaBeast', 'Wallis Lane', 'Ojivolta', 'Nabeyin', 'Southside', 'Metro Boomin', 'Kanye West', 'Kanye West', 'Mike Dean', 'Kanye West', 'Jeff Bhasker', 'Kanye West', 'No I.D.', 'Mike Dean', 'Devo Springsteen', 'Jon Brion', 'Kanye West', 'Kanye West', 'Guy-Manuel de Homem-Christo', 'Thomas Bangalter', 'Gesaffelstein', 'Mike Dean', 'Lupe Fiasco', 'Brodinski', 'Jack Donoghue', 'Noah Goldstein', 'Mitus', 'Metro Boomin', 'Noah Goldstein', 'Kanye West', 'Charlie Heat', 'Hudson Mohawke', 'Metro Boomin', 'Kanye West', 'Mike Dean', 'Chance the Rapper', 'Swizz Beatz', 'Kanye West', 'Menace (Producer)', 'Rick Rubin', 'Plain Pat', 'Kanye West', 'Pete Rock', 'Kanye West', 'Kanye West', 'Kanye West', 'Clark Kent', 'Ronny J', 'Kanye West', 'Mike Dean', 'Mike Dean', 'Daft Punk', 'Hudson Mohawke', 'Kanye West', 'Kanye West', 'Kanye West', 'Gee Robinson', 'Plain Pat', 'Kanye West', 'Kanye West', 'RZA', 'Kanye West', 'Kanye West', 'Jon Brion', 'DJ Toomp', 'Kanye West', 'Nottz', 'Kanye West', 'Ché Pope', 'Caroline Shaw', 'Mike Dean', 'Kanye West', 'Kanye West', 'Kanye West', 'Jon Brion', 'Kanye West', 'Mike Dean', 'Travis Scott', 'Kanye West', '30 Roc', 'Ojivolta', 'Zen Tachi', 'Mike Dean', 'Sloane', 'The Twilite Tone', 'Kanye West', 'Dem Jointz', 'BoogzDaBeast', 'FNZ', 'Ojivolta', 'Antman Wonder', 'Kanye West', 'Hudson Mohawke', 'Noah Goldstein', 'Mike Dean', 'Kanye West', 'Kanye West', 'Evian Christ', 'Dom $Olo', 'Kanye West', 'Mike Dean', 'Kanye West', 'Kanye West', 'Ojivolta', 'Cubeatz', 'Digital Nas', '88-Keys', 'Mike Dean', 'Teddy Walton', 'Kanye West', 'BoogzDaBeast', 'Wheezy', 'FNZ', 'Ojivolta', 'E*Vax', 'Fallen', 'Kanye West', 'Jon Brion', 'Kanye West', 'Kanye West', 'Jon Brion', 'Kanye West', 'Mike Dean', "Pi'erre Bourne", 'Jeff Bhasker', 'Kanye West', 'No I.D.', 'Hit-Boy', 'Hit-Boy', 'Kanye West', 'Kanye West', 'BoogzDaBeast', "Pi'erre Bourne", 'Kanye West', 'Charlie Heat', 'Noah Goldstein', 'Kanye West', 'Kanye West', 'Southside', 'Metro Boomin', 'Kanye West', 'Kanye West', 'Ojivolta', 'Jeff Bhasker', 'Warryn Campbell', 'Mike Dean', 'Kanye West', 'Brian "All Day" Miller', 'Kanye West', 'Brian "All Day" Miller', 'Federico Vindver', 'Kanye West', 'Arca', 'Mike Dean', 'Kanye West', 'Kanye West', 'Kanye West', 'Arron "Arrow" Sunday', 'E*Vax', 'Ojivolta', 'Brian "All Day" Miller', 'Federico Vindver', 'Kanye West', 'Daft Punk', 'Arca', 'Kanye West', 'Kanye West', 'Kanye West', 'BoogzDaBeast', 'Ronny J', 'Kanye West', 'Ryan Leslie', 'Kanye West', 'Jeff Bhasker', 'Ken Lewis', 'Kanye West', 'Kanye West', 'Warryn Campbell', 'Labrinth', 'Kanye West', 'Kanye West', 'Brian "All Day" Miller', 'Al Be Back', 'Kanye West', '88-Keys', 'Ojivolta', 'Mike Dean', 'Dem Jointz', 'Sean Solymar', 'E*Vax', 'Clark Kent', 'Kanye West', 'Kanye West', 'Kanye West', 'DJ Premier', 'Kanye West', 'No I.D.', 'Lex Luger', 'Kanye West', 'Kanye West', 'Kanye West', 'Jon Brion', 'Kanye West', '88-Keys', 'Hudson Mohawke', 'Kanye West', 'Kanye West', 'DJ Dodger Stadium', 'Mike Dean', 'Kanye West', 'Brian "All Day" Miller', 'Federico Vindver', 'Kanye West', 'Kanye West', 'Kanye West', 'Kanye West', 'Jeff Bhasker', 'Plain Pat', 'Kanye West', 'E*Vax', 'Federico Vindver', 'Kanye West', 'Pop Wansel', 'Oak', 'Kanye West', 'Angel López', 'BoogzDaBeast', 'Federico Vindver', 'Kanye West', 'Kanye West', 'Kanye West', 'Mike Dean', 'Paul McCartney', 'Kanye West', 'Kanye West', 'Kanye West', 'Mike Dean', 'Kanye West', 'Kanye West', 'Yeti Beats', 'Rogét Chahayed', 'Blaq Tuxedo', 'Yeti Beats', 'Doja Cat', 'Cambo', 'Doja Cat', 'Troy NoKA', 'Dream Koala', 'Ben Billions', 'Salaam Remi', 'Tyson Trax', 'Yeti Beats', 'Doja Cat', 'Al Shux', 'Kurtis "K9" McKenzie', 'Cambo', 'Alizzz', 'A L E X', 'Troy NoKA', 'Yeti Beats', 'Lone', 'Nardo Wick', 'Wheretfisray', 'Trademark (Producer)', 'Emkay', 'Donnie Katana', 'FOREVEROLLING', 'The Superiors', 'Khaled Rohaim', 'Keanu Beats', 'Ayo the Producer', 'Lil Mosey', 'Nick Mira', 'NicoNiceWitIt', 'DJ Mustard', 'Dr. Dre', 'Jeff Bass', 'Eminem', 'Dr. Dre', 'Mel-Man', 'The 45 King', 'Eminem', 'Dr. Dre', 'Rick Rubin', 'DVLP', 'Filthy', 'Eminem', 'Jeff Bass', 'Eminem', 'Eminem', 'Dr. Dre', 'Eminem', 'F.B.T.', 'Jeff Bass', 'Eminem', 'Rick Rubin', 'Dr. Dre', 'Mel-Man', 'Dr. Dre', 'Mike Elizondo', 'Symbolyc One', 'M-Phazes', 'STREETRUNNER', 'Eminem', 'Luis Resto', 'Rick Rubin', 'Eminem', 'Dr. Dre', 'Eminem', 'Doc Ish', 'Scram Jones', 'Just Blaze', 'Eminem', 'Eminem', 'Luis Resto', 'Dr. Dre', 'Mel-Man', 'Alex Da Kid', 'Tay Keith', 'Ronny J', 'Cubeatz', 'DJ Head', 'Ricky Racks', 'Eminem', 'Jeremy Miller', 'Mike WiLL Made It', 'iLLa Da Producer', 'Mark Bass', 'Jeff Bass', "Royce Da 5'9''", 'Eminem', 'Luis Resto', 'F.B.T.', 'Eminem', 'DJ Rec', 'F.B.T.', 'Eminem', 'Havoc', 'Magneto7', 'iLLa Da Producer', 'Eminem', 'Emile Haynie', 'Jeff Bass', 'Mark Bass', 'Eminem', 'Bass Brothers', 'Eminem', 'Mr. Porter', 'Eminem', 'Dr. Dre', 'Rick Rubin', 'Eminem', 'Eminem', 'Jeff Bass', 'Mark Bass', 'Jeff Bass', 'Mark Bass', 'Dr. Dre', 'Mel-Man', 'Just Blaze', "Royce Da 5'9''", 'Eminem', 'Luis Resto', 'Eminem', 'Luis Resto', 'Rick Rubin', 'Rick Rubin', 'Mr. Porter', 'Jeff Bass', 'Mark Bass', 'Eminem', 'The Alchemist', 'Eminem', 'Luis Resto', 'Eminem', 'Luis Resto', 'Mr. Porter', 'Jeff Bass', 'Mark Bass', 'Jeff Bass', 'Mark Bass', 'Dr. Dre', 'Trevor Lawrence Jr.', 'Mark Batson', 'Dr. Dre', 'Dr. Dre', 'Mel-Man', 'Mr. Porter', 'Cardiak', 'Frank Dukes', 'Eminem', 'Dr. Dre', 'DJ Head', 'Just Blaze', 'Dr. Dre', 'Statik Selektah', 'Eminem', 'Dr. Dre', 'Sid Roams', 'Eminem', 'Frequency', 'Aalias', 'Da Beatminerz', 'Mark Batson', 'Emile Haynie', 'Mr. Porter', 'Eminem', 'Luis Resto', 'Dr. Dre', 'Mike Elizondo', 'Jeff Bass', 'Mark Bass', 'Eminem', 'Luis Resto', 'Illadaproducer', 'Eminem', 'Dr. Dre', 'Eminem', 'Mr. Porter', 'iLLa Da Producer', 'Ronny J', 'Eminem', 'Dr. Dre', 'Eminem', 'Eminem', 'F.B.T.', 'Dr. Dre', 'Da Brigade', 'iLLa Da Producer', 'Eminem', 'Fredwreck', 'Eminem', 'Mr. Porter', 'Mr. Porter', 'Eminem', 'F.B.T.', 'Eminem', 'Dr. Dre', 'Mark Batson', 'Dawaun Parker', 'Boi-1da', 'Jahaan Sweet', 'iLLa Da Producer', 'Eminem', 'Dr. Dre', 'Trevor Lawrence Jr.', 'Dawaun Parker', 'Mike WiLL Made It', 'Eminem', 'Eminem', 'Eminem', 'Mr. Porter', 'F.B.T.', 'Eminem', 'iLLa Da Producer', 'Symbolyc One', 'Lonestarrmuzik', 'Emile Haynie', 'Jeff Bhasker', 'Eminem', 'DJ Green Lantern', 'DJ Revolution', 'Sway & King Tech', 'Mr. Porter', 'Alex Da Kid', 'Eminem', 'Eminem', 'Luis Resto', 'Dr. Dre', 'Bass Brothers', 'Eminem', 'Luis Resto', 'Katalyst', 'Eminem', 'Luis Resto', 'Jeff Bass', 'Mark Bass', 'Eminem', 'Tim Suby', 'Eminem', 'Stretch Armstrong', 'Dr. Dre', 'Mike Zombie', 'Loud Pack', 'D.A. Doman', 'Mr. Porter', 'Alex Da Kid', 'Eminem', 'Eminem', 'Jeff Bass', 'Mr. Porter', 'Stretch Armstrong', 'Dr. Dre', 'Mike Elizondo', 'Eminem', 'Emile Haynie', 'Dr. Dre', 'Mr. Porter', 'Dr. Dre', 'Stretch Armstrong', 'Alex Da Kid', 'Mr. Porter', 'Eminem', 'Luis Resto', 'Eminem', 'Luis Resto', 'Stretch Armstrong', 'Dr. Dre', 'Mark Batson', 'Eminem', 'Jeff Bass', 'Stretch Armstrong', 'Stretch Armstrong', 'Jeff Bass', 'Eminem', 'Eminem', 'Jeff Bass', 'Eminem', 'Dr. Dre', 'Dr. Luke', 'Malibu Babie', 'Vaughn Oliver', 'Aaron Joseph', 'Polow Da Don', 'Da Internz', 'Go Grizzly', 'Cheeze Beatz', 'Mel & Mus', 'Rashad Smith', 'Oak', 'Pop Wansel', 'will.i.am', 'Nicki Minaj', 'Pop Wansel', 'NOVA Wav', 'Hit-Boy', 'Beyoncé', 'RedOne', 'Rami Yacoub', 'Carl Falk', 'Chevi Music', 'Nicki Minaj', 'Drew Money', 'RedOne', 'Carl Falk', 'Rami Yacoub', 'Tate Kobang', 'YM! Beats', 'Dr. Luke', 'Cirkut', 'Zaytoven', 'Hitmaka', 'Metro Boomin', 'Arch Tha Boss', 'Hitmaka', 'Swizz Beatz', 'John B', 'Mike WiLL Made It', 'Boi-1da', 'Hit-Boy', 'Detail', 'The Blackout Movement', 'Boi-1da', 'T-Minus', 'DJ Diamond', 'J.R. Rotem', 'Pop Wansel', 'KaSaunJ', 'Kane Beatz', 'will.i.am', 'Keith Harris', 'Aubry "Big Juice" Delaine', 'J. Reid', 'Ron Browz', 'The Blackout Movement', 'Pink Friday Productions', 'Metro Boomin', 'RedOne', 'Alex P', 'Jbeatzz', 'Danja', 'Davaughn', 'Soulja Boy', 'Mr. Collipark', 'The Package Store', 'Turbo', 'Chophouze', 'Pop Wansel', 'IamTash', '808Melo', 'CZR Beats', '808Melo', '808Melo', 'Ken "Duro" Ifill', '808Melo', 'AXL Beats', 'BoogzDaBeast', '2300', '808Melo', '808Melo', 'Young Devante', 'Beat Menace', 'Dizzy Banks', '808Melo', 'Dez Wright', 'WondaGurl', 'CashMoneyAP', 'Jess Jackson', '808Melo', 'Rico Beats', 'Mantra', 'Jess Jackson', 'Corey Nutile', '808Melo', 'Rico Beats', 'CashMoneyAP', 'Swirv', 'Palaze', 'Luci G', '808Melo', 'Swirving', '808Melo', '808Melo', 'Rico Beats', '808Melo', 'Rico Beats', 'ItchyDaProducer', 'Yamaica Productions', 'AXL Beats', '808Melo', 'Rico Beats', 'L3GION', 'Nicholas Britell', '808Melo', 'Othello Beats', 'Rico Beats', 'Rico Beats', 'Tay Keith', '808Melo', 'Yoz Beatz', 'DJ Mustard', 'DJ Mustard', 'DeucesRK', 'Cxdy', 'Young Seven', 'Marshmello', 'Scott Storch', 'iLLa Da Producer', 'Miracle', 'E$KE', 'LilJuMadeDaBeat', 'Rob Holladay', 'Omar Grand', 'Helluva', 'Cool & Dre', 'Buddah Bless', 'Juicy J', 'Suede (Producer)', 'Bongo ByTheWay', 'iLLa Da Producer', 'Scott Storch', 'Juicy J', 'Mr. Lee (Hip Hop Producer)', 'Juicy J', 'Helluva', 'Lil Ju', 'OG Parker', 'BoogzDaBeast', 'FNZ', 'Murda Beatz', 'OG Parker', 'Juicy J', 'J.R. Rotem', 'J.R. Rotem', 'FranchiseDidIt', 'LilJuMadeDaBeat', 'OG Parker', 'Juicy J', 'Z3N', 'J. White Did It', 'Juicy J', 'BlaqNmilD', 'Juicy J', 'Romano', 'Project Pat', 'Supah Mario', 'LilJuMadeDaBeat', 'LilJuMadeDaBeat', 'Juicy J', 'Lil Ju', 'Buddah Bless', 'Lil Tag', 'Koncept P', 'KC Supreme', 'Sean Island', 'Juicy J', 'LilJuMadeDaBeat', 'Juicy J', 'Crazy Mike', 'Megan Thee Stallion', 'MCV', 'DJ Mustard', 'Javar Rockamore', 'Real Red', 'YC (Producer)', 'Skywalker Og', 'Javar Rockamore', 'YC (Producer)', 'Track Gordy', 'Yung Dee', 'Javar Rockamore', 'Real Red', 'YC (Producer)', 'YC (Producer)', 'DJ Khaled', 'Nasty Beat Makers', 'DJ Khaled', 'Danja', 'DJ Khaled', 'DJ Khaled', 'Kent Jones', 'Cool & Dre', 'DJ Khaled', 'Cool & Dre', 'DJ Khaled', 'STREETRUNNER', 'Tarik Azzouz', 'DJ Khaled', 'Hollywood JB', '808-Ray', 'Cool & Dre', 'The Renegades', 'DJ Khaled', 'Nasty Beat Makers', 'J.U.S.T.I.C.E. League', 'Cool & Dre', 'Major Seven', 'DJ Khaled', 'DJ Khaled', 'STREETRUNNER', 'Tarik Azzouz', 'DJ Khaled', 'STREETRUNNER', 'Tarik Azzouz', 'DJ Khaled', 'Danja', 'DJ Khaled', 'Tay Keith', 'DJ Khaled', 'Cool & Dre', '808-Ray', 'STREETRUNNER', 'The Runners', 'Akon', 'The Runners', 'DJ Khaled', 'STREETRUNNER', 'Tarik Azzouz', 'LENYZ', 'DJ Khaled', 'STREETRUNNER', 'Tarik Azzouz', '9th Wonder', 'DJ Khaled', 'STREETRUNNER', 'Tarik Azzouz', 'Metro Boomin', 'DJ Khaled', 'DJ Khaled', 'STREETRUNNER', 'Tarik Azzouz', 'DJ Khaled', 'DJ Khaled', 'Ben Billions', 'LVM', 'DJ Khaled', 'STREETRUNNER', 'Tarik Azzouz', 'DJ Khaled', 'Cool & Dre', '808-Ray', 'The Runners', 'DJ Khaled', 'Cool & Dre', '808-Ray', 'The Inkredibles', 'DJ Khaled', 'STREETRUNNER', 'Tarik Azzouz', 'STREETRUNNER', 'Lex Luger', 'DJ Khaled', 'Tay Keith', 'DJ Khaled', 'STREETRUNNER', 'Tarik Azzouz', 'The Beat Bully', 'The Runners', 'Mike WiLL Made It', 'Marz', 'YoungKio', 'Take a Daytrip', 'Dot Da Genius', 'Digital Nas', 'Take a Daytrip', 'Tom Levesque', 'Jasper Harris', 'Robb2B', 'RAYAYY', 'Windxws']
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'Kanye-West', 'Kanye-West', 'Kanye-West', 'Kanye-West', 'Kanye-West', 'Kanye-West', 'Kanye-West', 'Kanye-West', 'Kanye-West', 'Kanye-West', 'Kanye-West', 'Kanye-West', 'Kanye-West', 'Kanye-West', 'Kanye-West', 'Kanye-West', 'Kanye-West', 'Kanye-West', 'Kanye-West', 'Kanye-West', 'Kanye-West', 'Kanye-West', 'Kanye-West', 'Kanye-West', 'Kanye-West', 'Kanye-West', 'Kanye-West', 'Kanye-West', 'Kanye-West', 'Kanye-West', 'Kanye-West', 'Kanye-West', 'Kanye-West', 'Kanye-West', 'Kanye-West', 'Kanye-West', 'Kanye-West', 'Kanye-West', 'Kanye-West', 'Kanye-West', 'Kanye-West', 'Kanye-West', 'Doja-Cat', 'Doja-Cat', 'Doja-Cat', 'Doja-Cat', 'Doja-Cat', 'Doja-Cat', 'Doja-Cat', 'Doja-Cat', 'Doja-Cat', 'Doja-Cat', 'Doja-Cat', 'Doja-Cat', 'Doja-Cat', 'Doja-Cat', 'Doja-Cat', 'Doja-Cat', 'Doja-Cat', 'Doja-Cat', 'Doja-Cat', 'Doja-Cat', 'Doja-Cat', 'Doja-Cat', 'Nardo-Wick', 'Nardo-Wick', 'Nardo-Wick', 'Nardo-Wick', 'Nardo-Wick', 'Nardo-Wick', 'Polo-G', 'Polo-G', 'Polo-G', 'Polo-G', 'Polo-G', 'Polo-G', 'Polo-G', 'Polo-G', 'Eminem', 'Eminem', 'Eminem', 'Eminem', 'Eminem', 'Eminem', 'Eminem', 'Eminem', 'Eminem', 'Eminem', 'Eminem', 'Eminem', 'Eminem', 'Eminem', 'Eminem', 'Eminem', 'Eminem', 'Eminem', 'Eminem', 'Eminem', 'Eminem', 'Eminem', 'Eminem', 'Eminem', 'Eminem', 'Eminem', 'Eminem', 'Eminem', 'Eminem', 'Eminem', 'Eminem', 'Eminem', 'Eminem', 'Eminem', 'Eminem', 'Eminem', 'Eminem', 'Eminem', 'Eminem', 'Eminem', 'Eminem', 'Eminem', 'Eminem', 'Eminem', 'Eminem', 'Eminem', 'Eminem', 'Eminem', 'Eminem', 'Eminem', 'Eminem', 'Eminem', 'Eminem', 'Eminem', 'Eminem', 'Eminem', 'Eminem', 'Eminem', 'Eminem', 'Eminem', 'Eminem', 'Eminem', 'Eminem', 'Eminem', 'Eminem', 'Eminem', 'Eminem', 'Eminem', 'Eminem', 'Eminem', 'Eminem', 'Eminem', 'Eminem', 'Eminem', 'Eminem', 'Eminem', 'Eminem', 'Eminem', 'Eminem', 'Eminem', 'Eminem', 'Eminem', 'Eminem', 'Eminem', 'Eminem', 'Eminem', 'Eminem', 'Eminem', 'Eminem', 'Eminem', 'Eminem', 'Eminem', 'Eminem', 'Eminem', 'Eminem', 'Eminem', 'Eminem', 'Eminem', 'Eminem', 'Eminem', 'Eminem', 'Eminem', 'Eminem', 'Eminem', 'Eminem', 'Eminem', 'Eminem', 'Eminem', 'Eminem', 'Eminem', 'Eminem', 'Eminem', 'Eminem', 'Eminem', 'Eminem', 'Eminem', 'Eminem', 'Eminem', 'Eminem', 'Eminem', 'Eminem', 'Eminem', 'Eminem', 'Eminem', 'Eminem', 'Eminem', 'Eminem', 'Eminem', 'Eminem', 'Eminem', 'Eminem', 'Eminem', 'Eminem', 'Eminem', 'Eminem', 'Eminem', 'Eminem', 'Eminem', 'Eminem', 'Eminem', 'Eminem', 'Eminem', 'Eminem', 'Eminem', 'Eminem', 'Eminem', 'Eminem', 'Eminem', 'Eminem', 'Eminem', 'Eminem', 'Eminem', 'Eminem', 'Eminem', 'Eminem', 'Eminem', 'Eminem', 'Eminem', 'Eminem', 'Eminem', 'Eminem', 'Eminem', 'Eminem', 'Eminem', 'Eminem', 'Eminem', 'Eminem', 'Eminem', 'Eminem', 'Eminem', 'Eminem', 'Eminem', 'Eminem', 'Eminem', 'Eminem', 'Eminem', 'Eminem', 'Eminem', 'Eminem', 'Eminem', 'Eminem', 'Eminem', 'Eminem', 'Eminem', 'Eminem', 'Eminem', 'Eminem', 'Eminem', 'Eminem', 'Eminem', 'Eminem', 'Eminem', 'Eminem', 'Eminem', 'Eminem', 'Eminem', 'Eminem', 'Eminem', 'Eminem', 'Eminem', 'Eminem', 'Eminem', 'Eminem', 'Eminem', 'Eminem', 'Eminem', 'Eminem', 'Eminem', 'Eminem', 'Eminem', 'Eminem', 'Eminem', 'Eminem', 'Eminem', 'Eminem', 'Eminem', 'Eminem', 'Eminem', 'Eminem', 'Eminem', 'Eminem', 'Eminem', 'Eminem', 'Eminem', 'Eminem', 'Eminem', 'Eminem', 'Eminem', 'Eminem', 'Eminem', 'Eminem', 'Eminem', 'Eminem', 'Eminem', 'Eminem', 'Eminem', 'Eminem', 'Eminem', 'Eminem', 'Eminem', 'Eminem', 'Eminem', 'Eminem', 'Eminem', 'Nicki-Minaj', 'Nicki-Minaj', 'Nicki-Minaj', 'Nicki-Minaj', 'Nicki-Minaj', 'Nicki-Minaj', 'Nicki-Minaj', 'Nicki-Minaj', 'Nicki-Minaj', 'Nicki-Minaj', 'Nicki-Minaj', 'Nicki-Minaj', 'Nicki-Minaj', 'Nicki-Minaj', 'Nicki-Minaj', 'Nicki-Minaj', 'Nicki-Minaj', 'Nicki-Minaj', 'Nicki-Minaj', 'Nicki-Minaj', 'Nicki-Minaj', 'Nicki-Minaj', 'Nicki-Minaj', 'Nicki-Minaj', 'Nicki-Minaj', 'Nicki-Minaj', 'Nicki-Minaj', 'Nicki-Minaj', 'Nicki-Minaj', 'Nicki-Minaj', 'Nicki-Minaj', 'Nicki-Minaj', 'Nicki-Minaj', 'Nicki-Minaj', 'Nicki-Minaj', 'Nicki-Minaj', 'Nicki-Minaj', 'Nicki-Minaj', 'Nicki-Minaj', 'Nicki-Minaj', 'Nicki-Minaj', 'Nicki-Minaj', 'Nicki-Minaj', 'Nicki-Minaj', 'Nicki-Minaj', 'Nicki-Minaj', 'Nicki-Minaj', 'Nicki-Minaj', 'Nicki-Minaj', 'Nicki-Minaj', 'Nicki-Minaj', 'Nicki-Minaj', 'Nicki-Minaj', 'Nicki-Minaj', 'Nicki-Minaj', 'Nicki-Minaj', 'Nicki-Minaj', 'Nicki-Minaj', 'Nicki-Minaj', 'Nicki-Minaj', 'Nicki-Minaj', 'Nicki-Minaj', 'Nicki-Minaj', 'Nicki-Minaj', 'Nicki-Minaj', 'Nicki-Minaj', 'Nicki-Minaj', 'Nicki-Minaj', 'Nicki-Minaj', 'Pop-Smoke', 'Pop-Smoke', 'Pop-Smoke', 'Pop-Smoke', 'Pop-Smoke', 'Pop-Smoke', 'Pop-Smoke', 'Pop-Smoke', 'Pop-Smoke', 'Pop-Smoke', 'Pop-Smoke', 'Pop-Smoke', 'Pop-Smoke', 'Pop-Smoke', 'Pop-Smoke', 'Pop-Smoke', 'Pop-Smoke', 'Pop-Smoke', 'Pop-Smoke', 'Pop-Smoke', 'Pop-Smoke', 'Pop-Smoke', 'Pop-Smoke', 'Pop-Smoke', 'Pop-Smoke', 'Pop-Smoke', 'Pop-Smoke', 'Pop-Smoke', 'Pop-Smoke', 'Pop-Smoke', 'Pop-Smoke', 'Pop-Smoke', 'Pop-Smoke', 'Pop-Smoke', 'Pop-Smoke', 'Pop-Smoke', 'Pop-Smoke', 'Pop-Smoke', 'Pop-Smoke', 'Pop-Smoke', 'Pop-Smoke', 'Pop-Smoke', 'Pop-Smoke', 'Pop-Smoke', 'Pop-Smoke', 'Pop-Smoke', 'Pop-Smoke', 'Pop-Smoke', 'Pop-Smoke', 'Pop-Smoke', 'Pop-Smoke', 'Pop-Smoke', 'Pop-Smoke', 'The-Kid-LAROI', 'The-Kid-LAROI', 'The-Kid-LAROI', 'The-Kid-LAROI', 'The-Kid-LAROI', 'The-Kid-LAROI', 'The-Kid-LAROI', 'The-Kid-LAROI', 'The-Kid-LAROI', 'Megan-Thee-Stallion', 'Megan-Thee-Stallion', 'Megan-Thee-Stallion', 'Megan-Thee-Stallion', 'Megan-Thee-Stallion', 'Megan-Thee-Stallion', 'Megan-Thee-Stallion', 'Megan-Thee-Stallion', 'Megan-Thee-Stallion', 'Megan-Thee-Stallion', 'Megan-Thee-Stallion', 'Megan-Thee-Stallion', 'Megan-Thee-Stallion', 'Megan-Thee-Stallion', 'Megan-Thee-Stallion', 'Megan-Thee-Stallion', 'Megan-Thee-Stallion', 'Megan-Thee-Stallion', 'Megan-Thee-Stallion', 'Megan-Thee-Stallion', 'Megan-Thee-Stallion', 'Megan-Thee-Stallion', 'Megan-Thee-Stallion', 'Megan-Thee-Stallion', 'Megan-Thee-Stallion', 'Megan-Thee-Stallion', 'Megan-Thee-Stallion', 'Megan-Thee-Stallion', 'Megan-Thee-Stallion', 'Megan-Thee-Stallion', 'Megan-Thee-Stallion', 'Megan-Thee-Stallion', 'Megan-Thee-Stallion', 'Megan-Thee-Stallion', 'Megan-Thee-Stallion', 'Megan-Thee-Stallion', 'Megan-Thee-Stallion', 'Megan-Thee-Stallion', 'Megan-Thee-Stallion', 'Megan-Thee-Stallion', 'Megan-Thee-Stallion', 'Megan-Thee-Stallion', 'Megan-Thee-Stallion', 'Megan-Thee-Stallion', 'Megan-Thee-Stallion', 'Megan-Thee-Stallion', 'Megan-Thee-Stallion', 'Megan-Thee-Stallion', 'Megan-Thee-Stallion', 'Megan-Thee-Stallion', 'Megan-Thee-Stallion', 'Megan-Thee-Stallion', 'Moneybagg-Yo', 'Moneybagg-Yo', 'Moneybagg-Yo', 'Moneybagg-Yo', 'Moneybagg-Yo', 'Moneybagg-Yo', 'Moneybagg-Yo', 'Moneybagg-Yo', 'Moneybagg-Yo', 'Moneybagg-Yo', 'Moneybagg-Yo', 'Moneybagg-Yo', 'DJ-Khaled', 'DJ-Khaled', 'DJ-Khaled', 'DJ-Khaled', 'DJ-Khaled', 'DJ-Khaled', 'DJ-Khaled', 'DJ-Khaled', 'DJ-Khaled', 'DJ-Khaled', 'DJ-Khaled', 'DJ-Khaled', 'DJ-Khaled', 'DJ-Khaled', 'DJ-Khaled', 'DJ-Khaled', 'DJ-Khaled', 'DJ-Khaled', 'DJ-Khaled', 'DJ-Khaled', 'DJ-Khaled', 'DJ-Khaled', 'DJ-Khaled', 'DJ-Khaled', 'DJ-Khaled', 'DJ-Khaled', 'DJ-Khaled', 'DJ-Khaled', 'DJ-Khaled', 'DJ-Khaled', 'DJ-Khaled', 'DJ-Khaled', 'DJ-Khaled', 'DJ-Khaled', 'DJ-Khaled', 'DJ-Khaled', 'DJ-Khaled', 'DJ-Khaled', 'DJ-Khaled', 'DJ-Khaled', 'DJ-Khaled', 'DJ-Khaled', 'DJ-Khaled', 'DJ-Khaled', 'DJ-Khaled', 'DJ-Khaled', 'DJ-Khaled', 'DJ-Khaled', 'DJ-Khaled', 'DJ-Khaled', 'DJ-Khaled', 'DJ-Khaled', 'DJ-Khaled', 'DJ-Khaled', 'DJ-Khaled', 'DJ-Khaled', 'DJ-Khaled', 'DJ-Khaled', 'DJ-Khaled', 'DJ-Khaled', 'DJ-Khaled', 'DJ-Khaled', 'DJ-Khaled', 'DJ-Khaled', 'DJ-Khaled', 'DJ-Khaled', 'DJ-Khaled', 'DJ-Khaled', 'DJ-Khaled', 'DJ-Khaled', 'DJ-Khaled', 'DJ-Khaled', 'DJ-Khaled', 'DJ-Khaled', 'DJ-Khaled', 'DJ-Khaled', 'DJ-Khaled', 'DJ-Khaled', 'DJ-Khaled', 'DJ-Khaled', 'DJ-Khaled', 'DJ-Khaled', 'DJ-Khaled', 'DJ-Khaled', 'DJ-Khaled', 'DJ-Khaled', 'Lil-Nas-X', 'Lil-Nas-X', 'Lil-Nas-X', 'Lil-Nas-X', 'Lil-Nas-X', 'Lil-Nas-X', 'Lil-Nas-X', 'Lil-Nas-X', 'Lil-Nas-X', 'Lil-Nas-X']
['Hotline-Bling', 'Champagne-Poetry', 'Champagne-Poetry', 'Champagne-Poetry', 'Champagne-Poetry', 'Pound-CakeParis-Morton-Music-2', 'Pound-CakeParis-Morton-Music-2', 'Passionfruit', 'Nice-for-What', 'Nice-for-What', 'Rich-Flex', 'Rich-Flex', 'Rich-Flex', 'Rich-Flex', '0-to-100-the-Catch-Up', '0-to-100-the-Catch-Up', '0-to-100-the-Catch-Up', 'Jimmy-Cooks', 'Jimmy-Cooks', 'Jimmy-Cooks', 'Spin-Bout-U', 'Spin-Bout-U', 'In-My-Feelings', 'In-My-Feelings', 'In-My-Feelings', 'Jumpman', 'Middle-of-the-Ocean', 'Middle-of-the-Ocean', 'Middle-of-the-Ocean', 'Middle-of-the-Ocean', 'Middle-of-the-Ocean', 'Started-From-the-Bottom', 'Started-From-the-Bottom', 'Lemon-Pepper-Freestyle', 'Lemon-Pepper-Freestyle', 'Lemon-Pepper-Freestyle', 'Take-Care', 'Take-Care', 'One-Dance', 'One-Dance', 'One-Dance', 'Fair-Trade', 'Fair-Trade', 'Fair-Trade', 'Fair-Trade', 'Fair-Trade', 'Knife-Talk', 'Knife-Talk', 'Jungle', 'Privileged-Rappers', 'Privileged-Rappers', 'Privileged-Rappers', 'Privileged-Rappers', 'Know-Yourself', 'Know-Yourself', 'Know-Yourself', 'Teenage-Fever', 'Chicago-Freestyle', 'Miss-Me', 'Miss-Me', 'N-2-Deep', 'N-2-Deep', 'N-2-Deep', 'N-2-Deep', 'N-2-Deep', 'Legend', 'Fancy', 'Fancy', "Papi's-Home", "Papi's-Home", "Papi's-Home", "Papi's-Home", "Papi's-Home", '6-God', '6-God', 'Fake-Love', 'Fake-Love', 'Way-2-Sexy', 'Way-2-Sexy', 'Tuscan-Leather', 'Cameras-Good-Ones-Go-Interlude', 'Cameras-Good-Ones-Go-Interlude', 'Free-Smoke', 'Free-Smoke', 'TSU', 'TSU', 'TSU', 'Over-My-Dead-Body', 'Over-My-Dead-Body', 'KMT', 'KMT', 'Do-Not-Disturb', 'Do-Not-Disturb', 'Do-Not-Disturb', 'All-Me', 'Circo-Loco', 'Circo-Loco', "Look-What-You've-Done", "Look-What-You've-Done", 'Portland', 'Portland', 'Sticky', 'Sticky', 'How-Bout-Now', 'How-Bout-Now', 'Weston-Road-Flows', 'Weston-Road-Flows', 'Doing-It-Wrong', 'Over', 'Over', 'Lord-Knows', 'Race-My-Mind', 'Race-My-Mind', 'Race-My-Mind', 'Controlla', 'Controlla', 'Controlla', 'Controlla', 'Pipe-Down', 'Pipe-Down', 'Pipe-Down', 'Pipe-Down', 'Pipe-Down', 'Worst-Behavior', 'Get-It-Together', 'Get-It-Together', '8-Out-of-10', '8-Out-of-10', '8-Out-of-10', 'You-Only-Live-Twice', 'Treacherous-Twins', 'Treacherous-Twins', 'Treacherous-Twins', 'Wu-Tang-Forever', 'No-Friends-in-the-Industry', 'No-Friends-in-the-Industry', 'No-Friends-in-the-Industry', 'Preach', 'Nonstop', 'Nonstop', 'Nonstop', 'Glow', 'Glow', "No-Tellin'", "No-Tellin'", "Flight's-Booked", "Flight's-Booked", "Flight's-Booked", "Flight's-Booked", 'Too-Good', 'After-Dark', 'After-Dark', 'Hours-in-Silence', 'Hours-in-Silence', 'Hours-in-Silence', 'Hours-in-Silence', 'Hours-in-Silence', 'Dreams-Money-Can-Buy', 'Furthest-Thing', 'Furthest-Thing', 'Energy', 'Energy', 'Free-Spirit', 'Best-I-Ever-Had', 'Views', 'Unforgettable', 'Unforgettable', 'The-Motto', '6-Man', '6-Man', 'Shot-for-Me', 'Pop-Style', 'Pop-Style', '4pm-in-Calabasas', '4pm-in-Calabasas', '4pm-in-Calabasas', 'Madonna', 'Summer-Sixteen', 'Summer-Sixteen', 'Summer-Sixteen', 'Jorja-Interlude', "Bria's-Interlude", 'When-to-Say-When', 'November-18th', 'Major-Distribution', 'Wednesday-Night-Interlude', 'Fire-&-Desire', 'Feel-No-Ways', 'Comeback-Season', 'Emotionless', 'Emotionless', 'Emotionless', 'Currents', 'Currents', 'Under-Ground-Kings', 'Under-Ground-Kings', 'A-Night-Off', 'Trophies', 'Draft-Day', 'Draft-Day', "That's-How-You-Feel", 'Calling-My-Name', 'Calling-My-Name', 'Calling-My-Name', 'Calling-My-Name', 'Calling-My-Name', 'Used-To', 'Faithful', 'Faithful', 'Faithful', 'Company', 'Company', 'Company', 'Love-All', 'Love-All', 'Love-All', 'Final-Fantasy', 'Final-Fantasy', 'Final-Fantasy', 'Too-Much', 'Too-Much', 'Diamonds-Dancing', 'Diamonds-Dancing', 'Diamonds-Dancing', 'With-You', 'March-14', 'March-14', 'Trust-Issues', 'Trust-Issues', 'Practice', 'Practice', 'Duppy-Freestyle', 'Duppy-Freestyle', 'Redemption', 'Blem', 'Jodeci-Freestyle', 'Star67', 'Star67', 'Star67', '9', '9', '9', 'Girls-Love-Beyonce', 'Days-in-the-East', 'Days-in-the-East', 'Losses', 'Losses', 'Losses', 'Is-There-More', '7am-on-Bridle-Path', '7am-on-Bridle-Path', '7am-on-Bridle-Path', 'Mob-Ties', 'Mob-Ties', "Child's-Play", 'Ratchet-Happy-Birthday', 'Ratchet-Happy-Birthday', 'Ratchet-Happy-Birthday', 'Come-Thru', 'Deep-Pockets', 'Deep-Pockets', 'Connect', 'Connect', 'Now-&-Forever', 'Now-&-Forever', 'Talk-Up', 'Madiba-Riddim', 'Madiba-Riddim', 'I-Want-This-Forever', 'Forever', 'Forever', 'Uptown', 'Survival', 'Survival', 'From-Florida-With-Love', 'From-Florida-With-Love', 'From-Florida-With-Love', 'Since-Way-Back', 'Since-Way-Back', 'Since-Way-Back', 'Lose-You', 'Heat-of-the-Moment', "Say-What's-Real", '30-for-30-Freestyle', 'Juice', 'Ignant-Shit', 'Going-in-for-Life', "Sandra's-Rose", "Sandra's-Rose", 'Think-Good-Thoughts', 'Lust-for-Life', 'Plastic-Bag', 'Own-It', 'Own-It', '5-AM-in-Toronto', '5-AM-in-Toronto', '5-AM-in-Toronto', 'Congratulations', 'You-&-the-6', 'You-&-the-6', 'You-&-the-6', "I'm-Upset", 'Live-From-the-Gutter', 'Live-From-the-Gutter', '6PM-in-New-York', '6PM-in-New-York', '6PM-in-New-York', 'Where-to-Now', 'You-Know,-You-Know', 'Diplomatic-Immunity', 'Diplomatic-Immunity', "Sneakin'", 'On-a-Wave', 'D4L', 'Outro', "I'm-the-Plug", 'Club-Paradise', 'Messages-From-You', 'Karaoke', 'The-Real-Her', 'Pain-1993', 'Greatness', 'No-Long-Talk', 'No-Long-Talk', 'Blue-Tint', 'Blue-Tint', 'Blue-Tint', 'The-Presentation', 'Get-Over-It', 'Little-Bit', 'Zone', 'Big-Rings', 'Unstoppable', 'Unstoppable', '305-to-My-City', "Don't-U-Have-a-Man", 'Do-What-You-Do', "A-Scorpio's-Mind", 'Views-From-the-6', 'Bad-Meaning-Good', 'The-Greatness', 'In-a-Minute', 'In-a-Minute', 'California-Breeze', 'California-Breeze', 'Drip-Too-Hard', 'Humble', 'Real-Spill', 'Real-Spill', 'We-Win', 'We-Win', 'Cost-to-Be-Alive', 'Cost-to-Be-Alive', 'The-Bigger-Picture', 'The-Bigger-Picture', 'U-Digg', 'Ready', 'Gang-Signs', 'Stop-Playin', 'Stop-Playin', 'Errbody', 'Get-Money', 'Get-Money', 'Get-Money', 'Mask-Off', '712PM', '712PM', '712PM', '712PM', 'LOVE-YOU-BETTER', 'LOVE-YOU-BETTER', 'Right-Now', 'Right-Now', 'Low-Life', 'Low-Life', 'Low-Life', 'Wicked', 'Wicked', 'Move-That-Dope', 'Stick-Talk', 'Because-of-You', 'Because-of-You', 'Because-of-You', 'Neva-Missa-Lost', 'Neva-Missa-Lost', 'Neva-Missa-Lost', 'Neva-Missa-Lost', 'Comin-Out-Strong', 'Comin-Out-Strong', 'Might-as-Well', 'Look-Ahead', 'Freak-Hoe', 'KEEP-IT-BURNIN', 'Mink-Flow', 'Mink-Flow', 'Trap-Niggas', 'Fresh-Air', 'Fresh-Air', 'Fresh-Air', 'Fresh-Air', 'Slave-Master', 'Slave-Master', 'Rock-Star', 'Fly-Shit-Only', 'Fly-Shit-Only', 'WRLD-on-Drugs', 'WRLD-on-Drugs', 'Diamonds-From-Africa', 'Codeine-Crazy', 'Forever-Eva', 'Last-Breath', 'Last-Breath', 'Groupies', 'Groupies', 'Groupies', 'No-Issue', 'Baptiize', 'Baptiize', 'Baptiize', 'Baptiize', 'Lookin-Exotic', 'Lookin-Exotic', 'Lookin-Exotic', 'Karate-Chop', 'All-Right', 'Temptation', 'Hardly', 'Hate-in-Your-Soul', 'Call-the-Coroner', 'Call-the-Coroner', 'Good-Morning', 'Rotation', 'Rotation', 'Monster', 'Dirty-Sprite', 'Radical', 'Absolutely-Going-Brazy', 'Drip-on-Me', 'Program', 'Where-I-Came-From', 'Bye-Bye', 'Mad-Luv', 'Mad-Luv', 'Promise-U-That', 'Promise-U-That', 'Promise-U-That', 'Fetti', 'Fetti', 'Fetti', 'Wesley-Presley', 'Motion-Picture', 'How-Can-I-Not', 'XXX.', 'XXX.', 'XXX.', 'XXX.', 'XXX.', "Bitch,-Don't-Kill-My-Vibe", 'Money-Trees', 'DUCKWORTH.', 'DUCKWORTH.', 'King-Kunta', 'King-Kunta', "Sing-About-Me,-I'm-Dying-of-Thirst", "Sing-About-Me,-I'm-Dying-of-Thirst", "Sing-About-Me,-I'm-Dying-of-Thirst", 'm.A.A.d-City', 'm.A.A.d-City', 'Hood-Politics', 'Hood-Politics', 'Hood-Politics', 'We-Cry-Together', 'We-Cry-Together', 'We-Cry-Together', 'We-Cry-Together', 'Backseat-Freestyle', 'The-Recipe', 'LOYALTY.', 'LOYALTY.', 'LOYALTY.', 'Alright', 'Alright', 'The-Heart-Part-5', "Wesley's-Theory", "Wesley's-Theory", "Wesley's-Theory", 'The-Heart-Part-4', 'The-Heart-Part-4', 'The-Heart-Part-4', 'I', 'DNA.', 'Worldwide-Steppers', 'Worldwide-Steppers', 'Worldwide-Steppers', 'Father-Time', 'Father-Time', 'Father-Time', 'Father-Time', 'Father-Time', 'Father-Time', 'Momma', 'Momma', 'FEEL.', 'The-Art-of-Peer-Pressure', 'FEAR.', 'Die-Hard', 'Die-Hard', 'Die-Hard', 'Die-Hard', 'Die-Hard', 'Cartoon-&-Cereal', 'Cartoon-&-Cereal', 'A.D.H.D.', 'The-Blacker-the-Berry', 'The-Blacker-the-Berry', 'The-Blacker-the-Berry', 'Count-Me-Out', 'Count-Me-Out', 'Count-Me-Out', 'Count-Me-Out', 'Count-Me-Out', 'United-in-Grief', 'United-in-Grief', 'United-in-Grief', 'United-in-Grief', 'United-in-Grief', 'United-in-Grief', "Hol'-Up", 'Savior', 'Savior', 'Savior', 'Savior', 'Savior', 'Savior', 'The-Spiteful-Chant', 'The-Spiteful-Chant', 'HUMBLE.', 'Ronald-Reagan-Era', 'Mortal-Man', 'LUST.', 'LUST.', 'LUST.', 'Rigamortis', 'HiiiPoWeR', 'Big-Shot', 'Big-Shot', 'Big-Shot', 'Compton', 'Mr.-Morale', 'Good-Kid', 'Institutionalized', 'Institutionalized', 'ELEMENT.', 'ELEMENT.', 'ELEMENT.', 'Untitled-07-Levitate', 'Untitled-07-Levitate', 'Untitled-07-Levitate', 'U', 'U', 'U', 'Crown', 'Westside,-Right-on-Time', 'Ignorance-Is-Bliss', 'BLOOD.', 'BLOOD.', 'YAH.', 'YAH.', 'YAH.', 'The-Heart-Pt.-2', 'She-Needs-Me', 'Chapter-Six', 'Fuck-Your-Ethnicity', 'P&P-1.5', 'I-Do-This', 'Collect-Calls', 'Look-Out-for-Detox', 'H.O.C.', 'Faith', 'These-Walls', 'These-Walls', 'These-Walls', 'GOD.', 'GOD.', 'GOD.', 'Mother-I-Sober', 'Mother-I-Sober', 'Mother-I-Sober', 'Is-It-Love', 'Is-It-Love', 'P-&-P', 'Celebration', 'Wanna-Be-Heard', 'War-Is-My-Love', 'Average-Joe', 'Black-Boy-Fly', 'Black-Boy-Fly', 'Ab-Souls-Outro', 'Heaven-&-Hell', 'Night-of-the-Living-Junkies', 'Untitled-08-09.06.2014', 'Untitled-08-09.06.2014', 'Michael-Jordan', 'Ignorance', 'Thanksgiving', 'Determined', 'Barbed-Wire', 'A-Little-Appalled', 'Vanity-Slaves', 'Vanity-Slaves', 'Young-&-Black', 'Dumb-It-Down', 'Lucid-Dreams', 'Make-Believe', 'Make-Believe', '10-Feet', '10-Feet', 'Scared-of-Love', 'Doom', 'Burn', 'Hate-the-Other-Side', 'Bad-Boy', 'Flaws-and-Sins', 'Come-&-Go', 'Paranoid', 'Hurt-Me', 'Hurt-Me', 'The-Bees-Knees', 'The-Bees-Knees', "I'm-Still", "You-Wouldn't-Understand", "You-Wouldn't-Understand", "You-Wouldn't-Understand", 'Reminds-Me-of-You', 'Reminds-Me-of-You', 'Reminds-Me-of-You', 'Evil-Twins', 'Evil-Twins', 'Evil-Twins', '2k17-Goosebumps', '2k17-Goosebumps', '2k17-Goosebumps', 'Cali-Girl', 'First-Class', 'First-Class', 'First-Class', 'First-Class', 'First-Class', 'Side-Piece', 'Side-Piece', 'Side-Piece', 'Side-Piece', 'Side-Piece', 'Side-Piece', 'Side-Piece', 'Side-Piece', 'THRU-THE-NIGHT', 'Poison', 'Poison', 'Poison', 'Poison', 'Poison', 'Poison', 'Poison', 'Poison', 'Poison', 'Lil-Secret', 'Lil-Secret', 'Lil-Secret', 'Lil-Secret', 'Lil-Secret', 'Luv-Is-Dro', 'Luv-Is-Dro', 'Luv-Is-Dro', 'Keep-It-Light', 'WHATS-POPPIN', 'WHATS-POPPIN', 'WHATS-POPPIN', 'Rendezvous', 'I-Got-a-Shot', 'I-Got-a-Shot', 'I-Got-a-Shot', 'I-Got-a-Shot', 'I-Got-a-Shot', 'I-Got-a-Shot', 'I-Got-a-Shot', 'I-Got-a-Shot', 'I-Got-a-Shot', 'Talk-of-the-Town', 'Talk-of-the-Town', 'Talk-of-the-Town', 'Talk-of-the-Town', 'Talk-of-the-Town', 'Like-This', 'Never-Woulda-Known', 'What-Happened-to-Virgil', 'Fly-High', 'Fly-High', 'No-Auto-Durk', "Every-Freakin'-Day", "Every-Freakin'-Day", "Every-Freakin'-Day", 'Internet-Sensation', 'Kanye-Krazy', 'Kanye-Krazy', 'Kanye-Krazy', 'Golden-Child', 'Golden-Child', 'Golden-Child', 'Golden-Child', "Ready-for-'Em", 'Purge', 'Ride-4-Me', 'Did-for-the-Streets', 'Did-for-the-Streets', 'Did-for-the-Streets', 'Viral-Moment', 'Viral-Moment', 'Viral-Moment', 'Amber-Alert', 'Who-You-Foolin', 'You-&-Me', 'Livin-Wild', 'Livin-Wild', 'Banking-on-Me', 'TOP-FLOOR', 'TOP-FLOOR', 'ROCKSTAR-BIKERS-AND-CHAINS', 'Poochie-Gown', 'SUN-CAME-OUT', 'NASTY-GIRL-ON-CAMERA', 'NASTY-GIRL-ON-CAMERA', 'NASTY-GIRL-ON-CAMERA', 'YSL', 'Car-Sick', 'Helluva-Price', 'Mind-on-a-Mili', 'Mind-on-a-Mili', 'Mind-on-a-Mili', 'Pedestrian', 'Pedestrian', 'Pedestrian', 'My-Soul', 'My-Soul', 'No-Joke', "Transportin'", 'Super-Gremlin', 'Tunnel-Vision', 'Tunnel-Vision', 'Tunnel-Vision', 'Usain-Boo', 'Usain-Boo', 'Roll-in-Peace', 'I-Wish', 'Easter-in-Miami', 'Easter-in-Miami', 'Malcolm-X.X.X.', 'When-Vultures-Cry', 'Dirty-K', 'Dirty-K', 'Dirty-K', 'Too-Many-Years', 'Feeling-Like', 'Built-My-Legacy', 'Lil-Shoota-Love', 'Why-They-Call-You-Kodak', 'Just-a-Wrap', 'First-Day-Out', 'F.E.M.A', 'Running-Outta-Love', 'Str8-Bars-Freestyle', 'Street-Runner', 'Street-Runner', 'Street-Runner', 'Letter-From-Houston', 'Letter-From-Houston', 'Letter-From-Houston', 'No-Deal', 'No-Deal', 'No-Deal', 'By-Your-Side', 'By-Your-Side', 'Cold-December', 'Cold-December', 'Cold-December', 'Cold-December', 'Break-My-Heart', 'Break-My-Heart', '2019', 'OMDB', 'OMDB', 'Alone', 'Alone', 'Sorry-4-the-Wait', "Jupiter's-Diary", "Jupiter's-Diary", "Jupiter's-Diary", "Ain't-Mad-at-You", "Ain't-Mad-at-You", "Ain't-Mad-at-You", 'MJ-Story', 'MJ-Story', 'MJ-Story', 'Pieces', 'Pieces', 'Heart-4-Sale', 'Heart-4-Sale', 'Me-vs.-The-World', 'Me-vs.-The-World', 'Just-Sing', 'Never-Find-Us', 'Never-Find-Us', 'Never-Find-Us', 'Ribbon-in-the-Sky', 'Better', 'Better', 'Better', 'Tru-Story', 'Quiet-Storm', 'Quiet-Storm', 'Fuck-the-World', 'Fuck-the-World', 'Pt.-II', 'Extra', 'I-Am-Who-They-Say-I-Am', 'Carter-Son', 'Carter-Son', 'Carter-Son', 'House-Arrest-Tingz', "Don't-Rate-Me", "Don't-Rate-Me", "Don't-Rate-Me", "Don't-Rate-Me", 'Pimpin-a-Bitch', 'Pimpin-a-Bitch', 'Achievements', 'Achievements', 'Achievements', 'Achievements', 'We-Ride', 'Big-Energy', 'Big-Energy', 'PUSSY', 'Wheelie', 'Wheelie', 'Wheelie', 'FTCU', 'Sleep-Sleep', 'Sleep-Sleep', 'Another-Nasty-Song', "It's-Givin", "It's-Givin", "It's-Givin", "It's-Givin", 'Soufside', 'Soufside', 'Soufside', 'Rockstar', 'Rockstar', 'Hollywood-Dreams-Comedown', 'Hollywood-Dreams-Comedown', 'Psycho', 'Psycho', 'Big-Lie', 'Big-Lie', 'Big-Lie', 'Same-Bitches', 'Same-Bitches', 'Fuck', '92-Explorer', '92-Explorer', '92-Explorer', 'Sugar-Wraith', 'Sugar-Wraith', 'Bound-2', 'Bound-2', 'Bound-2', 'Bound-2', 'Bound-2', 'Bound-2', 'Mercy', 'Mercy', 'Mercy', 'Famous', 'Famous', 'Famous', 'Famous', 'New-Slaves', 'New-Slaves', 'New-Slaves', 'Runaway', 'Runaway', 'Runaway', 'Devil-in-a-New-Dress', 'Devil-in-a-New-Dress', 'Clique', 'Jesus-Walks', 'Blood-on-the-Leaves', 'Blood-on-the-Leaves', 'Blood-on-the-Leaves', 'I-Wonder', 'Ghost-Town', 'Ghost-Town', 'Ghost-Town', 'Ghost-Town', 'Dark-Fantasy', 'Dark-Fantasy', 'Dark-Fantasy', "Can't-Tell-Me-Nothing", "Can't-Tell-Me-Nothing", 'So-Appalled', 'So-Appalled', 'So-Appalled', 'Gold-Digger', 'Gold-Digger', 'Touch-the-Sky', 'On-Sight', 'On-Sight', 'On-Sight', 'Follow-God', 'Follow-God', 'Follow-God', 'Through-the-Wire', 'Family-Business', 'Good-Life', 'Good-Life', 'Good-Life', '30-Hours', '30-Hours', '30-Hours', '30-Hours', 'Real-Friends', 'Real-Friends', 'Real-Friends', 'Real-Friends', 'Wolves', 'Wolves', 'Wolves', 'Wolves', 'All-Day', 'All-Day', 'All-Day', 'Life-of-the-Party', 'Life-of-the-Party', 'Life-of-the-Party', 'Life-of-the-Party', 'Life-of-the-Party', 'Life-of-the-Party', 'Life-of-the-Party', 'Life-of-the-Party', 'The-New-Workout-Plan', 'All-Falls-Down', 'Hell-of-a-Life', 'Hell-of-a-Life', 'Hell-of-a-Life', "Heard-'Em-Say", "Heard-'Em-Say", 'Lift-Yourself', 'Homecoming', 'Homecoming', 'Blame-Game', 'Blame-Game', 'Blame-Game', 'Last-Call', 'Last-Call', 'Last-Call', 'Drive-Slow', 'We-Major', 'We-Major', 'We-Major', 'Everything-I-Am', 'Heaven-and-Hell', 'Heaven-and-Hell', 'Heaven-and-Hell', 'Heaven-and-Hell', 'Heaven-and-Hell', 'Heaven-and-Hell', 'FACTS', 'FACTS', 'FACTS', 'Stronger', 'Stronger', 'Lost-in-the-World', 'Lost-in-the-World', 'Gorgeous', 'Gorgeous', 'Gorgeous', 'Diamonds-From-Sierra-Leone', 'Diamonds-From-Sierra-Leone', 'Diamonds-From-Sierra-Leone', 'Black-Skinhead', 'Black-Skinhead', 'Black-Skinhead', 'Black-Skinhead', 'Black-Skinhead', 'Black-Skinhead', 'Black-Skinhead', 'Black-Skinhead', 'Black-Skinhead', 'FML', 'FML', 'FML', 'FML', 'Waves', 'Waves', 'Waves', 'Waves', 'Ultralight-Beam', 'Ultralight-Beam', 'Ultralight-Beam', 'Ultralight-Beam', 'Father-Stretch-My-Hands-Pt.-2', 'Father-Stretch-My-Hands-Pt.-2', 'Father-Stretch-My-Hands-Pt.-2', 'Father-Stretch-My-Hands-Pt.-2', 'The-Joy', 'Two-Words', 'Spaceship', 'I-Love-It', 'I-Love-It', 'I-Love-It', 'Saint-Pablo', 'Saint-Pablo', 'I-Am-a-God', 'I-Am-a-God', 'I-Am-a-God', 'I-Am-a-God', 'Home', 'The-Glory', 'The-Glory', 'The-Glory', 'Never-Let-Me-Down', 'Late', 'White-Dress', 'White-Dress', 'Crack-Music', 'Crack-Music', 'Big-Brother', 'Good-Friday', 'Barry-Bonds', 'Barry-Bonds', 'No-Mistakes', 'No-Mistakes', 'No-Mistakes', 'No-Mistakes', "We-Don't-Care", 'Addiction', 'Addiction', 'Guilt-Trip', 'Guilt-Trip', 'Guilt-Trip', 'Praise-God', 'Praise-God', 'Praise-God', 'Praise-God', 'Praise-God', 'Praise-God', 'Praise-God', 'Believe-What-I-Say', 'Believe-What-I-Say', 'Believe-What-I-Say', 'Believe-What-I-Say', 'Believe-What-I-Say', 'Believe-What-I-Say', 'School-Spirit', 'Freestyle-4', 'Freestyle-4', 'Freestyle-4', 'Freestyle-4', "I'm-in-It", "I'm-in-It", "I'm-in-It", 'I-Thought-About-Killing-You', 'I-Thought-About-Killing-You', 'My-Way-Home', 'Remote-Control', 'Remote-Control', 'Remote-Control', 'Remote-Control', 'Remote-Control', 'Remote-Control', 'Remote-Control', 'Lord-I-Need-You', 'Lord-I-Need-You', 'Lord-I-Need-You', 'Lord-I-Need-You', 'Lord-I-Need-You', 'Lord-I-Need-You', 'Lord-I-Need-You', 'Hey-Mama', 'Hey-Mama', 'Donda', 'Drunk-and-Hot-Girls', 'Drunk-and-Hot-Girls', 'Yikes', 'Yikes', 'Yikes', 'Coldest-Winter', 'Coldest-Winter', 'Coldest-Winter', 'Cold', 'Christmas-in-Harlem', 'Gossip-Files', 'On-God', 'On-God', 'On-God', 'Feedback', 'Feedback', 'Feedback', 'Wake-Up-Mr.-West', 'I-Need-to-Know', 'Facts', 'Facts', 'Facts', 'Come-to-Life', 'Come-to-Life', 'Come-to-Life', 'Come-to-Life', 'Come-to-Life', 'Breathe-In,-Breathe-Out', 'Breathe-In,-Breathe-Out', 'Closed-on-Sunday', 'Closed-on-Sunday', 'Closed-on-Sunday', 'Hold-My-Liquor', 'Hold-My-Liquor', 'Hold-My-Liquor', 'RoboCop', 'Lord-Lord-Lord', 'God-Breathed', 'God-Breathed', 'God-Breathed', 'God-Breathed', 'God-Breathed', 'God-Breathed', 'Send-It-Up', 'Send-It-Up', 'Send-It-Up', 'Looking-for-Trouble', "Livin'-in-a-Movie", 'Wash-Us-in-the-Blood', 'Wash-Us-in-the-Blood', 'Wash-Us-in-the-Blood', 'Christian-Dior-Denim-Flow', 'Christian-Dior-Denim-Flow', 'Who-Will-Survive-in-America', 'Who-Will-Survive-in-America', 'Who-Will-Survive-in-America', 'Bad-News', 'God-Is', 'God-Is', 'God-Is', 'Out-the-Game', 'Good-Night', 'Good-Night', 'Good-Night', 'Jail', 'Jail', 'Jail', 'Jail', 'Jail', 'Jail', 'Jail', 'XTCY', 'XTCY', 'Get-Em-High', 'Bittersweet-Poetry', 'Good-Music-Cypher', 'See-Me-Now', 'See-Me-Now', 'See-Me-Now', 'Apologize', 'Ye-vs-the-People', 'Bring-Me-Down', 'Bring-Me-Down', 'God-Level', 'God-Level', 'God-Level', 'Never-Letting-Go', 'Low-Lights', 'Low-Lights', 'Low-Lights', 'Jesus-Is-Lord', 'Jesus-Is-Lord', 'Jesus-Is-Lord', 'Impossible', 'Eyes-Closed', 'We-Can-Make-It-Better', 'Welcome-to-Heartbreak', 'Welcome-to-Heartbreak', 'Welcome-to-Heartbreak', 'Selah', 'Selah', 'Selah', 'Keep-the-Receipt', 'To-the-World', 'To-the-World', 'To-the-World', 'Use-This-Gospel', 'Use-This-Gospel', 'Use-This-Gospel', 'Use-This-Gospel', 'Wow', 'Only-One', 'Only-One', 'Only-One', 'Beat-5', 'Half-Price', "Wouldn't-Leave", "Wouldn't-Leave", 'Beat-4', 'Beat-1', 'Kiss-Me-More', 'Kiss-Me-More', 'Streets', 'Vegas', 'FREAK', 'FREAK', 'Mooo!', 'Mooo!', 'No-Police', 'Rules', 'Rules', 'Rules', 'Bottom-Bitch', 'Bottom-Bitch', 'Naked', 'Naked', 'Down-Low', 'Down-Low', 'Lonely', 'Wild-Beach', 'Wild-Beach', 'Dizzy', 'Dah-Dah-DahDah', 'Dah-Dah-DahDah', 'Dah-Dah-DahDah', 'Wicked-Witch', 'Wickman', 'Blam-Boom', 'Wishing-for-a-Hero', '21', '21', 'First-Place', 'Zooted-Freestyle', 'Zooted-Freestyle', 'Zooted-Freestyle', 'Heartless', 'My-Name-Is', 'Without-Me', 'Without-Me', 'The-Real-Slim-Shady', 'The-Real-Slim-Shady', 'Stan', 'Stan', 'Crack-a-Bottle', 'Berzerk', 'Rap-God', 'Rap-God', 'Superman', 'Superman', 'Beautiful', 'Like-Toy-Soldiers', 'Guilty-Conscience', 'Guilty-Conscience', 'Kim', 'Sing-for-the-Moment', 'Sing-for-the-Moment', 'So-Far...', 'Kill-You', 'Kill-You', 'Just-Lose-It', 'Just-Lose-It', 'Bad-Guy', 'Bad-Guy', 'Bad-Guy', 'Brainless', 'Brainless', 'Rhyme-or-Reason', 'Rhyme-or-Reason', 'We-Made-You', 'We-Made-You', 'We-Made-You', 'In-Your-Head', 'No-Love', 'The-Way-I-Am', 'Mockingbird', 'Mockingbird', "I'm-Back", "I'm-Back", 'Love-the-Way-You-Lie', 'Not-Alike', 'Not-Alike', 'Not-Alike', 'Just-the-Two-of-Us', 'Farewell', 'Farewell', 'Greatest', 'Greatest', 'Killshot', 'Rock-Bottom', 'Rock-Bottom', 'Darkness', 'Darkness', 'Darkness', 'Under-the-Influence', 'Under-the-Influence', 'Murder,-Murder', 'Marshall-Mathers', 'Marshall-Mathers', 'Untitled', 'Untitled', 'Good-Guy', 'Good-Guy', 'Going-Through-Changes', "I'm-Shady", "I'm-Shady", "I'm-Shady", 'Amityville', 'Amityville', 'Open-Mic', 'Open-Mic', 'Bitch-Please-II', 'Heat', "Alfred's-Theme", "'Till-I-Collapse", "'97-Bonnie-&-Clyde", "'97-Bonnie-&-Clyde", "'97-Bonnie-&-Clyde", "'97-Bonnie-&-Clyde", 'Remember-Me', 'Remember-Me', 'Cold-Wind-Blows', "You-Gon'-Learn", "You-Gon'-Learn", "You-Gon'-Learn", 'Crazy-in-Love', 'Crazy-in-Love', 'Remind-Me', 'Arose', 'Yah-Yah', 'Bad-Meets-Evil', 'Bad-Meets-Evil', 'Bad-Meets-Evil', 'Stepdad', 'Stepdad', 'Stepdad', 'Spend-Some-Time', 'Spend-Some-Time', "Just-Don't-Give-a-Fuck", "Just-Don't-Give-a-Fuck", "Just-Don't-Give-a-Fuck", "Just-Don't-Give-a-Fuck", "Just-Don't-Give-a-Fuck", 'Bagpipes-From-Baghdad', 'Bagpipes-From-Baghdad', 'Mosh', 'Mosh', 'Who-Knew', 'Who-Knew', 'Infinite', 'Groundhog-Day', 'Groundhog-Day', 'Groundhog-Day', '3-AM', "No-One's-Iller", "You're-Never-Over", 'Encore-Curtains-Down', 'Detroit-vs.-Everybody', 'Detroit-vs.-Everybody', 'Business', 'Evil-Twin', 'Evil-Twin', 'The-Monster', 'The-Monster', 'Any-Man', 'Untouchable', 'Untouchable', 'Untouchable', 'Venom', 'Venom', 'Ass-Like-That', 'Ass-Like-That', 'Cum-on-Everybody', 'Cum-on-Everybody', 'Cum-on-Everybody', 'Book-of-Rhymes', 'Book-of-Rhymes', 'Book-of-Rhymes', 'Insane', "Hailie's-Song", 'On-Fire', 'The-Ringer', 'The-Ringer', 'The-Ringer', 'The-King-and-I', 'The-King-and-I', 'Criminal', 'Criminal', "My-Dad's-Gone-Crazy", 'Low-Down,-Dirty', 'Offended', 'Offended', 'Framed', 'Framed', 'Backstabber', 'Jealousy-Woes-II', 'Jealousy-Woes-II', 'Drug-Ballad', 'Drug-Ballad', 'Discombobulated', 'Discombobulated', 'Discombobulated', 'Lucky-You', 'Lucky-You', 'Lucky-You', 'Lucky-You', 'Little-Engine', 'Little-Engine', 'Little-Engine', 'Kamikaze', 'Kamikaze', 'Yellow-Brick-Road', 'Shady-XV', 'Tonite', 'The-Kids', 'The-Kids', 'Normal', 'Normal', 'Normal', 'Headlights', 'Headlights', 'Headlights', 'Invasion', 'Get-You-Mad', 'Get-You-Mad', '313', 'Wicked-Ways', 'Wicked-Ways', 'Marsh', 'Marsh', 'Underground', "Still-Don't-Give-a-Fuck", 'Jimmy-Crack-Corn', 'Jimmy-Crack-Corn', "Don't-Front", 'So-Much-Better', 'So-Much-Better', 'If-I-Had', 'If-I-Had', 'If-I-Had', 'Unaccommodating', 'Unaccommodating', 'Cock-Massage', 'My-Mom', 'These-Demons', 'These-Demons', 'These-Demons', 'Maxine', 'Asshole', 'Asshole', 'White-America', 'White-America', 'Chloraseptic', 'Brenda', 'Jimmy,-Brian-and-Mike', 'Jimmy,-Brian-and-Mike', 'Jimmy,-Brian-and-Mike', 'River', 'Evil-Deeds', "It's-Okay", 'Rain-Man', 'Verse-3', 'Bad-Husband', 'Never-2-Far', 'Fack', 'Fack', 'Right-for-Me', 'Right-for-Me', 'Freestyle', 'Hello', 'Hello', 'Stimulate', 'Stimulate', 'Verse-1', 'Verse-2', 'Bad-Influence', 'Bad-Influence', 'My-1st-Single', 'As-the-World-Turns', 'The-Re-Up', 'Demon-Inside', 'Super-Freaky-Girl', 'Super-Freaky-Girl', 'Super-Freaky-Girl', 'Super-Freaky-Girl', 'Anaconda', 'Anaconda', 'Red-Ruby-Da-Sleeze', 'Red-Ruby-Da-Sleeze', 'Barbie-Dreams', 'Barbie-Dreams', 'Your-Love', 'Your-Love', 'Check-It-Out!', 'MEGATRON', 'MEGATRON', 'MEGATRON', 'Feeling-Myself', 'Feeling-Myself', 'Starships', 'Starships', 'Starships', 'Chun-Li', 'Chun-Li', 'Right-Thru-Me', 'Pound-the-Alarm', 'Pound-the-Alarm', 'Pound-the-Alarm', 'Fractions', 'Fractions', 'Pills-N-Potions', 'Pills-N-Potions', 'Want-Some-More', 'Want-Some-More', 'Want-Some-More', 'Buy-a-Heart', 'Buy-a-Heart', 'Here-I-Am', 'Here-I-Am', 'Black-Barbies', 'Chi-Raq', 'I-Am-Your-Leader', 'Lookin-Ass-Nigga', 'Blow-Ya-Mind', 'High-School', 'High-School', 'Stupid-Hoe', 'Girls-Fall-Like-Dominoes', 'Beam-Me-Up-Scotty', 'The-Pinkprint-Freestyle', 'Grand-Piano', 'Grand-Piano', 'Grand-Piano', 'Rich-Sex', 'Rich-Sex', 'I-Get-Crazy', 'Roman-Holiday', 'Roman-Holiday', 'Chun-Swae', 'Whip-It', 'Whip-It', 'Inspirations-Outro', 'Still-I-Rise', 'Can-Anybody-Hear-Me', 'Silly', 'Silly', 'Silly', 'Barbie-Drip', 'Envy', 'Muny', 'What-You-Know-Bout-Love', 'Mannequin', 'Mannequin', 'Dior', 'Welcome-to-the-Party', 'Something-Special', 'Gatti', 'Gatti', 'Woo-Baby', 'Woo-Baby', 'Scenario', 'The-Woo', 'Got-It-on-Me', 'Mood-Swings', 'Mood-Swings', 'Flexing', 'Christopher-Walking', 'Christopher-Walking', 'Christopher-Walking', 'Hotel-Lobby', 'Hotel-Lobby', 'PTSD', 'Demeanor', 'Demeanor', 'Demeanor', 'Armed-N-Dangerous', 'Armed-N-Dangerous', 'Gangstas', 'Gangstas', 'Enjoy-Yourself', 'Enjoy-Yourself', 'War', 'War', 'Foreigner', 'AP', 'AP', 'Fire-in-the-Booth', 'Fire-in-the-Booth', 'Fire-in-the-Booth', 'Make-It-Rain', 'She-Got-a-Thing', 'Meet-the-Woo', 'More-Time', 'More-Time', 'More-Time', 'Questions', 'Like-Me', "What's-Crackin", 'Genius', 'Genius', 'Good-News', 'Invincible', 'West-Coast-Shit', 'Still-Chose-You', 'WRONG', 'WRONG', 'Fade-Away', 'FEEL-SOMETHING', 'FEEL-SOMETHING', 'FEEL-SOMETHING', 'GO-GET-IT', 'GO-GET-IT', 'Big-Ole-Freak', 'Plan-B', 'Plan-B', 'B.I.T.C.H', 'Circles', 'Shots-Fired', 'Simon-Says', 'Simon-Says', 'Consistency', 'Girls-in-the-Hood', 'Girls-in-the-Hood', 'Southside-Royalty-Freestyle', 'Southside-Royalty-Freestyle', 'Freaky-Girls', 'Sugar-Baby', 'Thot-Shit', 'Thot-Shit', 'Eat-It', 'Eat-It', 'Eat-It', 'Eat-It', 'Outside', 'Go-Crazy', 'KItty-Kat', 'Flip-Flop', 'Flip-Flop', "Flamin'-Hottie", 'Work-That', 'Work-That', 'Savage-Remix', 'Pimpin', 'Ride-or-Die', 'Tuned-in-Freestyle', 'Tuned-in-Freestyle', 'W.A.B', 'W.A.B', 'Big-Drank', 'Running-Up-Freestyle', 'Southside-Forever-Freestyle', 'Southside-Forever-Freestyle', 'All-of-It', 'All-of-It', 'Hood-Rat-Shit', 'Hood-Rat-Shit', 'Freakend', 'Pipe-Up', 'Outta-Town-Freestyle', 'Dance', 'Dance', 'Trippy-Skit', 'Good-At', 'Intercourse', 'Wockesha', 'Wockesha', 'Wockesha', 'Scorpio', 'Scorpio', 'Scorpio', 'In-Da-Air', 'If-Pain-Was-a-Person', 'Wockesha-Remix', 'Wockesha-Remix', 'Wockesha-Remix', 'Brain-Dead', 'Wild-Thoughts', 'Wild-Thoughts', 'Shining', 'Shining', 'THANKFUL', 'WE-GOING-CRAZY', 'WE-GOING-CRAZY', 'WE-GOING-CRAZY', 'Just-Us', 'Brown-Paper-Bag', 'PARTY', 'PARTY', 'PARTY', "Jermaine's-Interlude", "Jermaine's-Interlude", 'Nas-Album-Done', 'Nas-Album-Done', 'Welcome-to-My-Hood', 'Welcome-to-My-Hood', 'Welcome-to-My-Hood', 'Hip-Hop', 'Holla-at-Me', 'Holy-Mountain', 'Holy-Mountain', 'I-CAN-HAVE-IT-ALL', 'I-CAN-HAVE-IT-ALL', 'I-CAN-HAVE-IT-ALL', 'SORRY-NOT-SORRY', 'SORRY-NOT-SORRY', 'SORRY-NOT-SORRY', 'On-Everything', 'On-Everything', 'Jealous', 'Jealous', 'Good-Man', 'Good-Man', 'Good-Man', 'Never-Surrender', 'Out-Here-Grindin', 'Out-Here-Grindin', "I'm-So-Hood", 'WAY-PAST-LUCK', 'WAY-PAST-LUCK', 'WAY-PAST-LUCK', 'WAY-PAST-LUCK', 'WHERE-YOU-COME-FROM', 'WHERE-YOU-COME-FROM', 'WHERE-YOU-COME-FROM', 'WHERE-YOU-COME-FROM', 'JADAKISS-INTERLUDE', 'JADAKISS-INTERLUDE', 'JADAKISS-INTERLUDE', 'Work-for-It', 'I-Love-You-So-Much', 'JUST-BE', 'JUST-BE', 'JUST-BE', 'Billy-Ocean', 'Holy-Ground', 'Holy-Ground', 'Holy-Ground', 'GRATEFUL', 'GRATEFUL', 'GRATEFUL', "It's-Secured", "It's-Secured", "It's-Secured", 'Born-N-Raised', 'Big-Boy-Talk', 'Big-Boy-Talk', 'Big-Boy-Talk', 'Red-Light', 'THESE-STREETS-KNOW-MY-NAME', 'THESE-STREETS-KNOW-MY-NAME', 'THESE-STREETS-KNOW-MY-NAME', 'Interlude', "Bottles-&-Rockin-J's", 'Wish-Wish', 'Wish-Wish', 'THIS-IS-MY-YEAR', 'THIS-IS-MY-YEAR', 'THIS-IS-MY-YEAR', 'I-Feel-Like-Pac-I-Feel-Like-Biggie', "Don't-Pay-4-It", 'Bitches-and-Bottles', 'Bitches-and-Bottles', 'Old-Town-Road', 'Panini', 'Panini', 'Sonic-Sh!t', 'DEAD-RIGHT-NOW', 'DEAD-RIGHT-NOW', 'DEAD-RIGHT-NOW', 'Nasarati', 'Nasarati', 'Rio-De-Janeiro']


# This code initializes an empty Pandas DataFrame to hold the producer data
df_example = pd.DataFrame()

# This code adds columns to the DataFrame for the artist, song, and producer data
df_example["Artists"] = artists_producers
df_example["Songs"] = song_producers
df_example["Producers"] = producers

# This code displays the DataFrame
df_example


#copy df to df_x
df_y = df_example.copy()

#drop songs col
df_y.drop(columns = "Songs", inplace = True)

df_y__count = df_y.groupby(['Artists', 'Producers']).size().reset_index(name='Count')

#drop all rows with count less than 5
df_y__count = df_y__count[df_y__count.Count > 3]
df_y__count


import networkx as nx
import matplotlib.pyplot as plt

# create a new empty graph
G = nx.Graph()

node_sizes_mp = {}
node_colours_mp = {}

# add nodes and edges to the graph
for index, row in df_y__count.iterrows():
    artist = row['Artists']
    sample = row['Producers']
    count = row['Count']
    
    # add artist node if it doesn't exist
    if not G.has_node(artist):
        G.add_node(artist)
        node_sizes_mp[artist] = 0
        node_colours_mp[artist] = 'green'
    node_sizes_mp[artist] += count * 350
    
    # add sample node if it doesn't exist
    if not G.has_node(sample):
        G.add_node(sample)
        node_sizes_mp[sample] = 0
        node_colours_mp[sample] = 'orange'
    node_sizes_mp[sample] += count * 350
    
    # add edge between artist and sample
    G.add_edge(artist, sample, weight=count)
    
# set node sizes based on the count column
# node_sizes = [G.edges[(u, v)]['weight']*50 for u, v in G.edges if 'weight' in G.edges[(u, v)]]
node_sizes = []
node_colours = []
for node in G.nodes:
    node_sizes.append(node_sizes_mp[node])
    node_colours.append(node_colours_mp[node])



#chnage the size of the graph
plt.figure(figsize=(100, 100))
#change the background color
plt.rcParams['axes.facecolor'] = 'grey'
# draw the graph
pos = nx.spring_layout(G, k=0.65)
nx.draw_networkx_nodes(G, pos, nodelist=G.nodes, node_size=node_sizes, alpha=0.7, node_color=node_colours)
nx.draw_networkx_edges(G, pos, width=10, alpha=0.4)
nx.draw_networkx_labels(G, pos, font_size=50, font_family='Copperplate', font_color='black')
plt.axis('off')
plt.show()


grouped_producers = df_example.groupby(['Artists', 'Songs'])['Producers'].agg(lambda x: ', '.join(set(x))).reset_index()


# Display the results
grouped_producers

	Artists	Songs	Sampled
0	Drake	Hotline Bling	Why Can't We Live Together
1	Drake	Champagne Poetry	Navajo
2	Drake	Champagne Poetry	Until I Found the Lord (My Soul Couldn't Rest)
3	Drake	Pound Cake/Paris Morton Music 2	Don't Say a Word
4	Drake	Pound Cake/Paris Morton Music 2	Jimmy Smith Rap
...	...	...	...
3293	Lil-Nas-X	In THEY FEELINGS	Oh Honey
3294	Lil-Nas-X	Grab That!	Freek 'N You
3295	Lil-Nas-X	Grab That!	Biggidy Bounce It
3296	Lil-Nas-X	Nasarati	Rings
3297	Lil-Nas-X	Rio De Janeiro	Mucha Lucha

	Artists	Songs
Sampled
Some More	26	26
Jumpman	19	19
Long Red	13	13
AKA	13	13
Three Point Stance	12	12
...	...	...
I Can't Do Without You	1	1
I Can't Argue With U.....	1	1
I <3 U So	1	1
Hypnotized	1	1
襲撃 (Attack)	1	1

	Artists	Songs	Producers
0	Drake	Hotline-Bling	nineteen85
1	Drake	Champagne-Poetry	Noah "40" Shebib
2	Drake	Champagne-Poetry	Masego
3	Drake	Champagne-Poetry	Maneesh
4	Drake	Champagne-Poetry	Oliver El-Khatib
...	...	...	...
1778	Lil-Nas-X	DEAD-RIGHT-NOW	Tom Levesque
1779	Lil-Nas-X	DEAD-RIGHT-NOW	Jasper Harris
1780	Lil-Nas-X	Nasarati	Robb2B
1781	Lil-Nas-X	Nasarati	RAYAYY
1782	Lil-Nas-X	Rio-De-Janeiro	Windxws

	Artists	Producers	Count
0	DJ-Khaled	808-Ray	4
4	DJ-Khaled	Cool & Dre	7
5	DJ-Khaled	DJ Khaled	27
18	DJ-Khaled	STREETRUNNER	12
19	DJ-Khaled	Tarik Azzouz	10
...	...	...	...
682	Nicki-Minaj	Pop Wansel	4
707	Pop-Smoke	808Melo	16
727	Pop-Smoke	Rico Beats	7
740	Post-Malone	Louis Bell	5
776	Rod-Wave	TnTXD	9

	Artists	Songs	Producers
0	DJ-Khaled	Big-Boy-Talk	808-Ray, Cool & Dre, DJ Khaled
1	DJ-Khaled	Billy-Ocean	DJ Khaled
2	DJ-Khaled	Bitches-and-Bottles	Mike WiLL Made It, Marz
3	DJ-Khaled	Born-N-Raised	The Runners
4	DJ-Khaled	Bottles-&-Rockin-J's	Lex Luger
...	...	...	...
921	YoungBoy-Never-Broke-Again	Don't-Rate-Me	Hitman Beatz, Cheese, Kacey Khaliel, Popnick
922	YoungBoy-Never-Broke-Again	House-Arrest-Tingz	Drum Drummie
923	YoungBoy-Never-Broke-Again	I-Am-Who-They-Say-I-Am	DJ Suede the Remix God
924	YoungBoy-Never-Broke-Again	Pimpin-a-Bitch	Vintage Rippah, Khris James
925	YoungBoy-Never-Broke-Again	We-Ride	Drum Dummie